In [ ]:
# Import necessary packages
import pandas as pd
import random
import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns
from copy import deepcopy as cp


from sklearn import preprocessing

from sklearn.preprocessing import StandardScaler

# Logistic Regression
from sklearn.linear_model import LogisticRegression

# Neural Network MLP
from sklearn.neural_network import MLPClassifier

from sklearn.base import BaseEstimator, ClassifierMixin

# SVM
from sklearn.svm import SVC

from sklearn.metrics import (
    accuracy_score,
    precision_score,
    recall_score,
    f1_score,
    classification_report,
    confusion_matrix,
    roc_curve,
    auc,
    RocCurveDisplay
)
# Decision Tree

from sklearn.tree import (
    DecisionTreeClassifier,
    plot_tree
)

from sklearn.model_selection import (
    train_test_split,
    StratifiedKFold)

import importlib
import ML
importlib.reload(ML)

from sklearn.decomposition import PCA
from paretochart.paretochart import pareto

import warnings
warnings.filterwarnings("ignore", category=UserWarning)

sns.set_style("ticks")
sns.set_context("paper")

random_state = 42

Loading data¶

In [ ]:
data = pd.read_csv("winequalityN.csv")

Define Classification Parameters¶

In [ ]:
data['category'] = data.apply(lambda x: ML.create_classifier(x,'quality',6), axis=1)

Data Analysis and Cleaning¶

In [ ]:
data.isnull().sum().sort_values
Out[ ]:
<bound method Series.sort_values of type                     0
fixed acidity           10
volatile acidity         8
citric acid              3
residual sugar           2
chlorides                2
free sulfur dioxide      0
total sulfur dioxide     0
density                  0
pH                       9
sulphates                4
alcohol                  0
quality                  0
category                 0
dtype: int64>
In [ ]:
data.dropna(axis=0,inplace=True)
In [ ]:
data = data[data['type'] == "white"].copy()
In [ ]:
data.drop(columns='type', inplace=True)
In [ ]:
data.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 4870 entries, 0 to 4897
Data columns (total 13 columns):
 #   Column                Non-Null Count  Dtype  
---  ------                --------------  -----  
 0   fixed acidity         4870 non-null   float64
 1   volatile acidity      4870 non-null   float64
 2   citric acid           4870 non-null   float64
 3   residual sugar        4870 non-null   float64
 4   chlorides             4870 non-null   float64
 5   free sulfur dioxide   4870 non-null   float64
 6   total sulfur dioxide  4870 non-null   float64
 7   density               4870 non-null   float64
 8   pH                    4870 non-null   float64
 9   sulphates             4870 non-null   float64
 10  alcohol               4870 non-null   float64
 11  quality               4870 non-null   int64  
 12  category              4870 non-null   int64  
dtypes: float64(11), int64(2)
memory usage: 532.7 KB
In [ ]:
data.describe()
Out[ ]:
fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol quality category
count 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000 4870.000000
mean 6.855123 0.278071 0.334199 6.394343 0.045771 35.317146 138.340144 0.994026 3.188154 0.489700 10.516772 5.878029 0.216427
std 0.843444 0.100528 0.120915 5.070853 0.021846 17.012967 42.490515 0.002993 0.150902 0.114196 1.231251 0.885699 0.411851
min 3.800000 0.080000 0.000000 0.600000 0.009000 2.000000 9.000000 0.987110 2.720000 0.220000 8.000000 3.000000 0.000000
25% 6.300000 0.210000 0.270000 1.700000 0.036000 23.000000 108.000000 0.991720 3.090000 0.410000 9.500000 5.000000 0.000000
50% 6.800000 0.260000 0.320000 5.200000 0.043000 34.000000 134.000000 0.993735 3.180000 0.470000 10.400000 6.000000 0.000000
75% 7.300000 0.320000 0.390000 9.900000 0.050000 46.000000 167.000000 0.996100 3.280000 0.550000 11.400000 6.000000 0.000000
max 14.200000 1.100000 1.660000 65.800000 0.346000 289.000000 440.000000 1.038980 3.820000 1.080000 14.200000 9.000000 1.000000
In [ ]:
correlation = data.corr()
correlation
sns.set(rc = {'figure.figsize':(14,10)})
plot = sns.heatmap(correlation, annot = True, fmt=".1f", linewidths=1, linecolor='black')
plot;
In [ ]:
ML.plot_distribution_base(data)

Define variables¶

In [ ]:
X = data.drop(['quality', 'category'], axis=1)
y = data['category']

PCA Analysis for all data set¶

In [ ]:
var, var_ratio, num_comp= ML.get_PCA_comp(X)

Creation of List to save Model objects created on class¶

In [ ]:
model_name_class =[]

Creation of Test Data¶

In [ ]:
X_train_cv, X_test_cv, y_train_cv, y_test_cv = ML.get_train_test(X,y,test_size=0.2, # 20 % da base
                                                          random_state=42)

Function to run neural models¶

In [ ]:
def func_neural_nopca(X_train_cv,X_test_cv, y_train_cv,y_test_cv, neuron, transformation='',random_seed=None):

    model_result = ML.train(X_train_cv, X_test_cv, y_train_cv, y_test_cv, ML.MLPClassifierWrapper,
                     n_splits=5, n_init=20, use_pca=False, tag="_n" + str(neuron),
                     transformation=transformation,random_seed=random_seed,input_dim=X_train_cv.shape[1],output_dim=1,output_neurons_activation_function='sigmoid', checkpoint='model_checkpoint.h5',
                     monitor='val_loss',
                     mode='min',
                     n_neuron=neuron,
                     hidden_neurons_activation_function='tanh',
                     epochs=200)
    
    tag_neuron = "_n" + str(neuron)
    variable_name = f'ML_neural_{tag_neuron}'
    globals()[variable_name] = ML.ModelResults(model_result)
    model_name_class.append(globals()[variable_name])
In [ ]:
def func_neural_pca(X_train_cv,X_test_cv, y_train_cv,y_test_cv, neuron, transformation='',random_seed=None):

    model_result = ML.train(X_train_cv, X_test_cv, y_train_cv, y_test_cv, ML.MLPClassifierWrapper,
                     n_splits=5, n_init=20, use_pca=True, tag="_n" + str(neuron),
                     transformation=transformation,random_seed=random_seed,input_dim=X_train_cv.shape[1],output_dim=1,output_neurons_activation_function='sigmoid', checkpoint='model_checkpoint.h5',
                     monitor='val_loss',
                     mode='min',
                     n_neuron=neuron,
                     hidden_neurons_activation_function='tanh',
                     epochs=200)
    
    tag_neuron = "_n" + str(neuron)
    variable_name = f'ML_neural_{tag_neuron}'
    globals()[variable_name] = ML.ModelResults(model_result)
    model_name_class.append(globals()[variable_name])
In [ ]:
for neuron in range(1,15):
    func_neural_nopca(X_train_cv,X_test_cv, y_train_cv,y_test_cv,neuron, random_seed=123)

self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 961us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 907us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 718us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 504us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 445us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 847us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 703us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 480us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 441us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 720us/step
25/25 [==============================] - 0s 739us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 874us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 443us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 919us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 551us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 757us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 902us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 554us/step
The average F1-Score of the train set is  0.79 +-  0.0045 
The average F1-Score of the validation set is é  0.79 +-  0.0087 
The best fold was: 1 
31/31 [==============================] - 0s 484us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0087
The Average sensitivity of this test is 38.92 %
The Deviation of sensitivity is: 3.1 
The Average Precision of this model is 58.83 %
The Deviation of Precision is: 3.1 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.012 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 890us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 814us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 749us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 790us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 857us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 537us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 425us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 444us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 515us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 442us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 502us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 522us/step
The average F1-Score of the train set is  0.79 +-  0.0031 
The average F1-Score of the validation set is é  0.79 +-  0.0096 
The best fold was: 1 
31/31 [==============================] - 0s 526us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0096
The Average sensitivity of this test is 36.54 %
The Deviation of sensitivity is: 1.7 
The Average Precision of this model is 60.09 %
The Deviation of Precision is: 1.7 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.013 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 768us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 431us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 768us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 731us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 502us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 418us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 467us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 476us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 501us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 465us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 437us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 694us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 734us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 707us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 516us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 608us/step
The average F1-Score of the train set is  0.79 +-  0.0022 
The average F1-Score of the validation set is é  0.8 +-  0.0068 
The best fold was: 3 
31/31 [==============================] - 0s 632us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.80 %
The Deviation of F1-Score is: 0.0068
The Average sensitivity of this test is 35.94 %
The Deviation of sensitivity is: 3.9 
The Average Precision of this model is 63.24 %
The Deviation of Precision is: 3.9 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0085 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 755us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 486us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 438us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 437us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 567us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 436us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 479us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 751us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 854us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 707us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 768us/step
25/25 [==============================] - 0s 480us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 12ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 755us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 647us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 666us/step
The average F1-Score of the train set is  0.79 +-  0.0023 
The average F1-Score of the validation set is é  0.79 +-  0.0071 
The best fold was: 4 
31/31 [==============================] - 0s 601us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0071
The Average sensitivity of this test is 37.48 %
The Deviation of sensitivity is: 3.3 
The Average Precision of this model is 60.72 %
The Deviation of Precision is: 3.3 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0099 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 917us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 843us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 698us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 872us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 817us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 517us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 606us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 999us/step
The average F1-Score of the train set is  0.8 +-  0.0036 
The average F1-Score of the validation set is é  0.79 +-  0.0041 
The best fold was: 4 
31/31 [==============================] - 0s 501us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0041
The Average sensitivity of this test is 37.14 %
The Deviation of sensitivity is: 3.8 
The Average Precision of this model is 59.48 %
The Deviation of Precision is: 3.8 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.0073 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 11ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 746us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 469us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 591us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 511us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 673us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 450us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 543us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 547us/step
The average F1-Score of the train set is  0.79 +-  0.0014 
The average F1-Score of the validation set is é  0.79 +-  0.0078 
The best fold was: 3 
31/31 [==============================] - 0s 592us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0078
The Average sensitivity of this test is 34.99 %
The Deviation of sensitivity is: 3.4 
The Average Precision of this model is 61.07 %
The Deviation of Precision is: 3.4 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.007 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 775us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 684us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 617us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 714us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 501us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 551us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 532us/step
The average F1-Score of the train set is  0.79 +-  0.0019 
The average F1-Score of the validation set is é  0.8 +-  0.014 
The best fold was: 1 
31/31 [==============================] - 0s 584us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.80 %
The Deviation of F1-Score is: 0.014
The Average sensitivity of this test is 39.62 %
The Deviation of sensitivity is: 5.2 
The Average Precision of this model is 59.84 %
The Deviation of Precision is: 5.2 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.015 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 817us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 567us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 729us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 965us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 526us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 702us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 522us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 498us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 12ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 691us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 974us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 924us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 508us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 570us/step
The average F1-Score of the train set is  0.79 +-  0.0026 
The average F1-Score of the validation set is é  0.79 +-  0.0076 
The best fold was: 4 
31/31 [==============================] - 0s 534us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0076
The Average sensitivity of this test is 36.89 %
The Deviation of sensitivity is: 2.0 
The Average Precision of this model is 58.94 %
The Deviation of Precision is: 2.0 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0071 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 437us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 698us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 355us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 316us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 366us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 396us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 504us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 404us/step
25/25 [==============================] - 0s 859us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 408us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 313us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 337us/step
25/25 [==============================] - 0s 298us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 514us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 583us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 747us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 916us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 792us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 583us/step
The average F1-Score of the train set is  0.79 +-  0.002 
The average F1-Score of the validation set is é  0.79 +-  0.0095 
The best fold was: 3 
31/31 [==============================] - 0s 700us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0095
The Average sensitivity of this test is 38.31 %
The Deviation of sensitivity is: 3.9 
The Average Precision of this model is 57.04 %
The Deviation of Precision is: 3.9 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0083 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 709us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 791us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 685us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 624us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 759us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 541us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 857us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 667us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 792us/step
The average F1-Score of the train set is  0.79 +-  0.0053 
The average F1-Score of the validation set is é  0.79 +-  0.0067 
The best fold was: 4 
31/31 [==============================] - 0s 667us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0067
The Average sensitivity of this test is 37.85 %
The Deviation of sensitivity is: 4.2 
The Average Precision of this model is 59.00 %
The Deviation of Precision is: 4.2 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.013 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 685us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 583us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 724us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 721us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 655us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 646us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 595us/step
The average F1-Score of the train set is  0.79 +-  0.0061 
The average F1-Score of the validation set is é  0.79 +-  0.013 
The best fold was: 4 
31/31 [==============================] - 0s 633us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.013
The Average sensitivity of this test is 36.41 %
The Deviation of sensitivity is: 3.3 
The Average Precision of this model is 60.71 %
The Deviation of Precision is: 3.3 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.0073 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 833us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 695us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 781us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 602us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 583us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 546us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 667us/step
The average F1-Score of the train set is  0.8 +-  0.0031 
The average F1-Score of the validation set is é  0.79 +-  0.01 
The best fold was: 4 
31/31 [==============================] - 0s 559us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.01
The Average sensitivity of this test is 38.43 %
The Deviation of sensitivity is: 4.1 
The Average Precision of this model is 59.40 %
The Deviation of Precision is: 4.1 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.015 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 568us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 801us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 816us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 627us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 449us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 14ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 628us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 696us/step
The average F1-Score of the train set is  0.79 +-  0.003 
The average F1-Score of the validation set is é  0.79 +-  0.0097 
The best fold was: 4 
31/31 [==============================] - 0s 597us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0097
The Average sensitivity of this test is 38.31 %
The Deviation of sensitivity is: 3.2 
The Average Precision of this model is 57.89 %
The Deviation of Precision is: 3.2 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.0078 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 764us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 139us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 382us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 49us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 803us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 347us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 139us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 368us/step
25/25 [==============================] - 0s 336us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 415us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 922us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 686us/step
25/25 [==============================] - 0s 754us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 851us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 651us/step
The average F1-Score of the train set is  0.8 +-  0.0039 
The average F1-Score of the validation set is é  0.79 +-  0.0041 
The best fold was: 4 
31/31 [==============================] - 0s 520us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0041
The Average sensitivity of this test is 37.73 %
The Deviation of sensitivity is: 3.4 
The Average Precision of this model is 59.19 %
The Deviation of Precision is: 3.4 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0099
In [ ]:
for neuron in range(1,15):
    func_neural_pca(X_train_cv,X_test_cv, y_train_cv,y_test_cv,neuron, random_seed=123)

The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 913us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 271us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 335us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 717us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 12ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 984us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 326us/step
25/25 [==============================] - 0s 229us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 652us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 398us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 188us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 800us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 500us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 396us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 653us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 439us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 735us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 650us/step
The average F1-Score of the train set is  0.78 +-  0.0063 
The average F1-Score of the validation set is é  0.78 +-  0.006 
The best fold was: 3 
31/31 [==============================] - 0s 520us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.006
The Average sensitivity of this test is 31.79 %
The Deviation of sensitivity is: 4.5 
The Average Precision of this model is 56.19 %
The Deviation of Precision is: 4.5 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 273us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 649us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 605us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 322us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 323us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 646us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 922us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 524us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 547us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 469us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 571us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 547us/step
The average F1-Score of the train set is  0.78 +-  0.0081 
The average F1-Score of the validation set is é  0.78 +-  0.0045 
The best fold was: 4 
31/31 [==============================] - 0s 502us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0045
The Average sensitivity of this test is 31.20 %
The Deviation of sensitivity is: 4.6 
The Average Precision of this model is 57.14 %
The Deviation of Precision is: 4.6 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.011 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 438us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 593us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 16ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 707us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 634us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 497us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 771us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 540us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 623us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 824us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 743us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 602us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 559us/step
The average F1-Score of the train set is  0.78 +-  0.0061 
The average F1-Score of the validation set is é  0.77 +-  0.0065 
The best fold was: 4 
31/31 [==============================] - 0s 634us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0065
The Average sensitivity of this test is 28.35 %
The Deviation of sensitivity is: 2.8 
The Average Precision of this model is 58.71 %
The Deviation of Precision is: 2.8 
The Average accuracy of this model is 0.77 %
The Deviation of accuracy is: 0.011 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 722us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 797us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 738us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 580us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5

c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  fig, ax = plt.subplots(figsize=(11, 5))

98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 739us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 754us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 848us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 564us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 740us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 723us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 525us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 617us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 801us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 619us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 544us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 521us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 586us/step
The average F1-Score of the train set is  0.78 +-  0.004 
The average F1-Score of the validation set is é  0.78 +-  0.0065 
The best fold was: 4 
31/31 [==============================] - 0s 502us/step
The F1-Score for the test data is: 0.39 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0065
The Average sensitivity of this test is 30.61 %
The Deviation of sensitivity is: 3.6 
The Average Precision of this model is 57.80 %
The Deviation of Precision is: 3.6 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.0093 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 999us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 556us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 546us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 629us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 705us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 619us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 586us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 517us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 681us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 464us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 476us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 576us/step
The average F1-Score of the train set is  0.77 +-  0.0074 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 488us/step
The F1-Score for the test data is: 0.4 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 29.06 %
The Deviation of sensitivity is: 5.5 
The Average Precision of this model is 61.02 %
The Deviation of Precision is: 5.5 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.016 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 571us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 605us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 710us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 720us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 607us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 561us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 642us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 563us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 722us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 548us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 627us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 541us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 582us/step
The average F1-Score of the train set is  0.78 +-  0.003 
The average F1-Score of the validation set is é  0.78 +-  0.01 
The best fold was: 4 
31/31 [==============================] - 0s 557us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.01
The Average sensitivity of this test is 32.14 %
The Deviation of sensitivity is: 4.6 
The Average Precision of this model is 56.65 %
The Deviation of Precision is: 4.6 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.015 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 428us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 528us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 668us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 532us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 585us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 443us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 538us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 624us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 649us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 456us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 579us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 524us/step
The average F1-Score of the train set is  0.78 +-  0.0034 
The average F1-Score of the validation set is é  0.78 +-  0.0091 
The best fold was: 3 
31/31 [==============================] - 0s 579us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0091
The Average sensitivity of this test is 31.20 %
The Deviation of sensitivity is: 4.7 
The Average Precision of this model is 56.63 %
The Deviation of Precision is: 4.7 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.0097 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 465us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 578us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 564us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 450us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 678us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 476us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 545us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 684us/step
25/25 [==============================] - 0s 486us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 452us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 533us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 528us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 725us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 524us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 509us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 647us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 597us/step
The average F1-Score of the train set is  0.77 +-  0.0075 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 517us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 29.89 %
The Deviation of sensitivity is: 3.5 
The Average Precision of this model is 58.08 %
The Deviation of Precision is: 3.5 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.019 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 443us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 450us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 606us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 563us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 867us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 732us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 714us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 530us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 529us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 795us/step
25/25 [==============================] - 0s 732us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 604us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 573us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 550us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 796us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 693us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 678us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 900us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 490us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 559us/step
The average F1-Score of the train set is  0.77 +-  0.008 
The average F1-Score of the validation set is é  0.77 +-  0.011 
The best fold was: 4 
31/31 [==============================] - 0s 668us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 29.42 %
The Deviation of sensitivity is: 3.6 
The Average Precision of this model is 56.99 %
The Deviation of Precision is: 3.6 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.016 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 709us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 773us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 782us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 760us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 652us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 537us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 578us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 499us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 481us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 493us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 545us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 562us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 504us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 574us/step
The average F1-Score of the train set is  0.78 +-  0.0088 
The average F1-Score of the validation set is é  0.77 +-  0.0057 
The best fold was: 4 
31/31 [==============================] - 0s 529us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0057
The Average sensitivity of this test is 31.20 %
The Deviation of sensitivity is: 4.3 
The Average Precision of this model is 56.01 %
The Deviation of Precision is: 4.3 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 557us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 529us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 522us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 612us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 441us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 544us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 617us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 475us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 514us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 519us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 498us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 552us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 526us/step
The average F1-Score of the train set is  0.77 +-  0.007 
The average F1-Score of the validation set is é  0.77 +-  0.0091 
The best fold was: 4 
31/31 [==============================] - 0s 507us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0091
The Average sensitivity of this test is 30.02 %
The Deviation of sensitivity is: 4.2 
The Average Precision of this model is 56.61 %
The Deviation of Precision is: 4.2 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.0099 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 493us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 568us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 476us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 569us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 600us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 438us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 468us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 568us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 573us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 486us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 543us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 515us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 722us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 599us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 609us/step
The average F1-Score of the train set is  0.77 +-  0.0095 
The average F1-Score of the validation set is é  0.77 +-  0.0089 
The best fold was: 1 
31/31 [==============================] - 0s 685us/step
The F1-Score for the test data is: 0.37 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0089
The Average sensitivity of this test is 27.99 %
The Deviation of sensitivity is: 5.6 
The Average Precision of this model is 60.48 %
The Deviation of Precision is: 5.6 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 707us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 636us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 551us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 504us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 625us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 751us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 713us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 701us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 549us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 604us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 496us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 500us/step
The average F1-Score of the train set is  0.78 +-  0.0091 
The average F1-Score of the validation set is é  0.77 +-  0.0084 
The best fold was: 4 
31/31 [==============================] - 0s 572us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0084
The Average sensitivity of this test is 31.08 %
The Deviation of sensitivity is: 4.2 
The Average Precision of this model is 56.22 %
The Deviation of Precision is: 4.2 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.01 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 609us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 504us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 467us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 775us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 729us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 722us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 543us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 624us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 667us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 564us/step
The average F1-Score of the train set is  0.77 +-  0.0073 
The average F1-Score of the validation set is é  0.77 +-  0.0096 
The best fold was: 4 
31/31 [==============================] - 0s 534us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0096
The Average sensitivity of this test is 29.90 %
The Deviation of sensitivity is: 5.5 
The Average Precision of this model is 56.66 %
The Deviation of Precision is: 5.5 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.016

Implementation of Different Models With Log transformation¶

In [ ]:
X['residual sugar']
Out[ ]:
0       20.7
1        1.6
2        6.9
3        8.5
4        8.5
        ... 
4891     0.9
4893     1.6
4894     8.0
4896     1.1
4897     0.8
Name: residual sugar, Length: 4870, dtype: float64
In [ ]:
X['residual_sugar_log']=ML.log_transform(X['residual sugar'])
In [ ]:
Xlog=X.drop(columns='residual sugar')
In [ ]:
X_train_cv_log, X_test_cv_log, y_train_cv_log, y_test_cv_log = ML.get_train_test(Xlog,y,test_size=0.2, # 20 % da base
                                                           random_state=42)
In [ ]:
for neuron in range(1,15):
    func_neural_pca(X_train_cv_log, X_test_cv_log, y_train_cv_log,y_test_cv_log,neuron,'log',random_seed=123)

The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 546us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 486us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 500us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 584us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 559us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 586us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 555us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 568us/step
The average F1-Score of the train set is  0.78 +-  0.006 
The average F1-Score of the validation set is é  0.78 +-  0.0084 
The best fold was: 4 
31/31 [==============================] - 0s 555us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0084
The Average sensitivity of this test is 30.60 %
The Deviation of sensitivity is: 2.7 
The Average Precision of this model is 57.40 %
The Deviation of Precision is: 2.7 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.02 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 592us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 488us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 584us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 555us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 577us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 627us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 708us/step
The average F1-Score of the train set is  0.78 +-  0.0048 
The average F1-Score of the validation set is é  0.78 +-  0.013 
The best fold was: 4 
31/31 [==============================] - 0s 542us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.013
The Average sensitivity of this test is 32.98 %
The Deviation of sensitivity is: 5.0 
The Average Precision of this model is 56.62 %
The Deviation of Precision is: 5.0 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.014 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 528us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 19ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 628us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 569us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 712us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 584us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 625us/step
The average F1-Score of the train set is  0.77 +-  0.0058 
The average F1-Score of the validation set is é  0.77 +-  0.0073 
The best fold was: 4 
31/31 [==============================] - 0s 604us/step
The F1-Score for the test data is: 0.4 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0073
The Average sensitivity of this test is 28.59 %
The Deviation of sensitivity is: 2.5 
The Average Precision of this model is 58.30 %
The Deviation of Precision is: 2.5 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.016 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 483us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5

c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  fig, ax = plt.subplots(figsize=(11, 5))

98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 584us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 583us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 554us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 586us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 671us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 476us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 749us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 769us/step
The average F1-Score of the train set is  0.78 +-  0.0038 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 486us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 31.67 %
The Deviation of sensitivity is: 2.9 
The Average Precision of this model is 58.84 %
The Deviation of Precision is: 2.9 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.015 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 476us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 489us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 652us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 457us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 728us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 668us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 607us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 754us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 836us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 713us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 507us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 748us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 669us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 503us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 493us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 795us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 800us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 753us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 759us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 623us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 667us/step
The average F1-Score of the train set is  0.77 +-  0.0054 
The average F1-Score of the validation set is é  0.77 +-  0.0081 
The best fold was: 4 
31/31 [==============================] - 0s 683us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0081
The Average sensitivity of this test is 27.52 %
The Deviation of sensitivity is: 4.0 
The Average Precision of this model is 60.10 %
The Deviation of Precision is: 4.0 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 575us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 469us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 719us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 500us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 722us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 724us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 795us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 671us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 695us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 546us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 636us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 455us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 737us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 666us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 630us/step
The average F1-Score of the train set is  0.78 +-  0.0078 
The average F1-Score of the validation set is é  0.77 +-  0.0084 
The best fold was: 4 
31/31 [==============================] - 0s 580us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0084
The Average sensitivity of this test is 29.89 %
The Deviation of sensitivity is: 4.2 
The Average Precision of this model is 57.46 %
The Deviation of Precision is: 4.2 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.0063 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 540us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 741us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 724us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 474us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 688us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 768us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 695us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 547us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 714us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 440us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 556us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 580us/step
The average F1-Score of the train set is  0.78 +-  0.0061 
The average F1-Score of the validation set is é  0.78 +-  0.011 
The best fold was: 4 
31/31 [==============================] - 0s 572us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 32.49 %
The Deviation of sensitivity is: 2.2 
The Average Precision of this model is 59.14 %
The Deviation of Precision is: 2.2 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.014 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 719us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 551us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 707us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 498us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 527us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 587us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 714us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 738us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 592us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 511us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 621us/step
The average F1-Score of the train set is  0.78 +-  0.0052 
The average F1-Score of the validation set is é  0.78 +-  0.0088 
The best fold was: 4 
31/31 [==============================] - 0s 633us/step
The F1-Score for the test data is: 0.41 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0088
The Average sensitivity of this test is 29.41 %
The Deviation of sensitivity is: 5.0 
The Average Precision of this model is 61.88 %
The Deviation of Precision is: 5.0 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.021 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 732us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 679us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 727us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 758us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 468us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 475us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 680us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 721us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 673us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 628us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 765us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 711us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 836us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 766us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 596us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 531us/step
The average F1-Score of the train set is  0.78 +-  0.0054 
The average F1-Score of the validation set is é  0.77 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 606us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 30.02 %
The Deviation of sensitivity is: 4.3 
The Average Precision of this model is 56.40 %
The Deviation of Precision is: 4.3 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.0092 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 841us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 690us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 604us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 708us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 627us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 555us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 470us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 578us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 761us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 770us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 714us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 757us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 753us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 773us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 476us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 589us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 539us/step
The average F1-Score of the train set is  0.78 +-  0.0076 
The average F1-Score of the validation set is é  0.78 +-  0.0076 
The best fold was: 4 
31/31 [==============================] - 0s 616us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0076
The Average sensitivity of this test is 31.68 %
The Deviation of sensitivity is: 4.1 
The Average Precision of this model is 56.86 %
The Deviation of Precision is: 4.1 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.0034 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 693us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 596us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 534us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 713us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 576us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 718us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 683us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 559us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 500us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 712us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 474us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 751us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 657us/step
The average F1-Score of the train set is  0.78 +-  0.0049 
The average F1-Score of the validation set is é  0.78 +-  0.009 
The best fold was: 4 
31/31 [==============================] - 0s 557us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.009
The Average sensitivity of this test is 33.10 %
The Deviation of sensitivity is: 5.0 
The Average Precision of this model is 58.29 %
The Deviation of Precision is: 5.0 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 722us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 767us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 524us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 695us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 710us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 722us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 714us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 709us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 685us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 733us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 716us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 729us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 678us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 630us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 717us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 728us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 653us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 544us/step
The average F1-Score of the train set is  0.78 +-  0.0021 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 670us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 32.86 %
The Deviation of sensitivity is: 4.8 
The Average Precision of this model is 57.55 %
The Deviation of Precision is: 4.8 
The Average accuracy of this model is 0.78 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 714us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 762us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 759us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 642us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 560us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 502us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 526us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 839us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 711us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 524us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 693us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 736us/step
25/25 [==============================] - 0s 603us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 653us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 747us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 682us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 690us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 538us/step
The average F1-Score of the train set is  0.78 +-  0.0088 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 503us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 32.03 %
The Deviation of sensitivity is: 6.2 
The Average Precision of this model is 58.94 %
The Deviation of Precision is: 6.2 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.014 
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 717us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 746us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 714us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 761us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 729us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 713us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 630us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 764us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 643us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 469us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 462us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 633us/step
The number of components required to explain 80% of the variance for this model was 5
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 477us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 757us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 5
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 708us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 589us/step
The average F1-Score of the train set is  0.78 +-  0.0031 
The average F1-Score of the validation set is é  0.77 +-  0.0071 
The best fold was: 4 
31/31 [==============================] - 0s 607us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 5
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.0071
The Average sensitivity of this test is 29.31 %
The Deviation of sensitivity is: 3.7 
The Average Precision of this model is 57.67 %
The Deviation of Precision is: 3.7 
The Average accuracy of this model is 0.77 %
The Deviation of accuracy is: 0.0089
In [ ]:
for neuron in range(1,15):
    func_neural_nopca(X_train_cv_log, X_test_cv_log, y_train_cv_log,y_test_cv_log,neuron,'log',random_seed=123)

self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 585us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 545us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 588us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 464us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 593us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 457us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 503us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 588us/step
The average F1-Score of the train set is  0.79 +-  0.012 
The average F1-Score of the validation set is é  0.79 +-  0.0092 
The best fold was: 0 
31/31 [==============================] - 0s 546us/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0092
The Average sensitivity of this test is 34.28 %
The Deviation of sensitivity is: 3.2 
The Average Precision of this model is 59.50 %
The Deviation of Precision is: 3.2 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.016 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 469us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 583us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 448us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 566us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 468us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 585us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 588us/step
The average F1-Score of the train set is  0.8 +-  0.0051 
The average F1-Score of the validation set is é  0.79 +-  0.0072 
The best fold was: 1 
31/31 [==============================] - 0s 634us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0072
The Average sensitivity of this test is 37.01 %
The Deviation of sensitivity is: 3.8 
The Average Precision of this model is 60.28 %
The Deviation of Precision is: 3.8 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.015 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 599us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 591us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 492us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 686us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 525us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 461us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 671us/step
The average F1-Score of the train set is  0.79 +-  0.0055 
The average F1-Score of the validation set is é  0.79 +-  0.012 
The best fold was: 1 
31/31 [==============================] - 0s 622us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 37.49 %
The Deviation of sensitivity is: 3.4 
The Average Precision of this model is 58.35 %
The Deviation of Precision is: 3.4 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.016 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 580us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 582us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 632us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 613us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 628us/step
The average F1-Score of the train set is  0.79 +-  0.0055 
The average F1-Score of the validation set is é  0.79 +-  0.011 
The best fold was: 1 
31/31 [==============================] - 0s 575us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 35.59 %
The Deviation of sensitivity is: 3.7 
The Average Precision of this model is 59.40 %
The Deviation of Precision is: 3.7 
The Average accuracy of this model is 0.79 %
The Deviation of accuracy is: 0.0097 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 525us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 1s 23ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 591us/step
The average F1-Score of the train set is  0.8 +-  0.0031 
The average F1-Score of the validation set is é  0.79 +-  0.0062 
The best fold was: 1 
31/31 [==============================] - 0s 534us/step
The F1-Score for the test data is: 0.48 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0062
The Average sensitivity of this test is 35.35 %
The Deviation of sensitivity is: 4.7 
The Average Precision of this model is 62.34 %
The Deviation of Precision is: 4.7 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0093 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 556us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 490us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 1s 24ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 441us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 555us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 630us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 504us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 625us/step
The average F1-Score of the train set is  0.78 +-  0.014 
The average F1-Score of the validation set is é  0.79 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 514us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 32.14 %
The Deviation of sensitivity is: 6.7 
The Average Precision of this model is 61.91 %
The Deviation of Precision is: 6.7 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.012 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.81
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 462us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 534us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 569us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 526us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 587us/step
The average F1-Score of the train set is  0.8 +-  0.0065 
The average F1-Score of the validation set is é  0.79 +-  0.0081 
The best fold was: 1 
31/31 [==============================] - 0s 600us/step
The F1-Score for the test data is: 0.49 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0081
The Average sensitivity of this test is 37.84 %
The Deviation of sensitivity is: 3.7 
The Average Precision of this model is 59.33 %
The Deviation of Precision is: 3.7 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.015 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 465us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 504us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 737us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 771us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 778us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 512us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 754us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 749us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 753us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 730us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 567us/step
The average F1-Score of the train set is  0.79 +-  0.0039 
The average F1-Score of the validation set is é  0.79 +-  0.011 
The best fold was: 1 
31/31 [==============================] - 0s 535us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 34.64 %
The Deviation of sensitivity is: 4.6 
The Average Precision of this model is 59.47 %
The Deviation of Precision is: 4.6 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0095 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 876us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 881us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 773us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 812us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 962us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 547us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 780us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 810us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 774us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 3ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 543us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 774us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 839us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 709us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 877us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 470us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 809us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 577us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 474us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 732us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 535us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 903us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 687us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 641us/step
The average F1-Score of the train set is  0.79 +-  0.0018 
The average F1-Score of the validation set is é  0.79 +-  0.018 
The best fold was: 4 
31/31 [==============================] - 0s 568us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.018
The Average sensitivity of this test is 37.84 %
The Deviation of sensitivity is: 5.6 
The Average Precision of this model is 58.92 %
The Deviation of Precision is: 5.6 
The Average accuracy of this model is 0.82 %
The Deviation of accuracy is: 0.021 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 485us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 738us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 522us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 716us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 756us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 959us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 942us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 611us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 702us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 716us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 656us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 768us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 762us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 752us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 710us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 696us/step
25/25 [==============================] - 0s 861us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 693us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 909us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 759us/step
25/25 [==============================] - 0s 835us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 812us/step
The average F1-Score of the train set is  0.79 +-  0.0084 
The average F1-Score of the validation set is é  0.79 +-  0.007 
The best fold was: 4 
31/31 [==============================] - 0s 768us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.007
The Average sensitivity of this test is 36.53 %
The Deviation of sensitivity is: 5.4 
The Average Precision of this model is 58.76 %
The Deviation of Precision is: 5.4 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.015 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 795us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 775us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 804us/step
25/25 [==============================] - 0s 885us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 933us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 840us/step
25/25 [==============================] - 0s 964us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 864us/step
25/25 [==============================] - 0s 917us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 773us/step
25/25 [==============================] - 0s 848us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 789us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 970us/step
25/25 [==============================] - 0s 839us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 954us/step
25/25 [==============================] - 0s 854us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 840us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 804us/step
25/25 [==============================] - 0s 813us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 816us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 928us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 804us/step
25/25 [==============================] - 0s 966us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 807us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 822us/step
25/25 [==============================] - 0s 758us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 833us/step
25/25 [==============================] - 0s 839us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 989us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 787us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 784us/step
25/25 [==============================] - 0s 771us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 794us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 903us/step
25/25 [==============================] - 0s 938us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 825us/step
25/25 [==============================] - 0s 855us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 904us/step
25/25 [==============================] - 0s 803us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 964us/step
25/25 [==============================] - 0s 939us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 897us/step
25/25 [==============================] - 0s 932us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 853us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 781us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 773us/step
25/25 [==============================] - 0s 838us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 806us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 884us/step
25/25 [==============================] - 0s 799us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 794us/step
25/25 [==============================] - 0s 938us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 802us/step
25/25 [==============================] - 0s 965us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 813us/step
25/25 [==============================] - 0s 842us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 905us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 799us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 926us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 816us/step
25/25 [==============================] - 0s 886us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 927us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 872us/step
25/25 [==============================] - 0s 755us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 781us/step
25/25 [==============================] - 0s 799us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 831us/step
25/25 [==============================] - 0s 805us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 999us/step
25/25 [==============================] - 0s 842us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 779us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 856us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 855us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 844us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 917us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 791us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 913us/step
25/25 [==============================] - 0s 847us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 810us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 984us/step
25/25 [==============================] - 0s 753us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 896us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 970us/step
25/25 [==============================] - 0s 795us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 918us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 824us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 799us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 774us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 817us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 832us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 873us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 717us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 550us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 717us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 626us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 521us/step
The average F1-Score of the train set is  0.79 +-  0.0035 
The average F1-Score of the validation set is é  0.79 +-  0.011 
The best fold was: 1 
31/31 [==============================] - 0s 872us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 34.16 %
The Deviation of sensitivity is: 5.8 
The Average Precision of this model is 63.34 %
The Deviation of Precision is: 5.8 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.013 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 775us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 805us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 460us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 701us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 753us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 541us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 479us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 737us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 721us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 826us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 568us/step
The average F1-Score of the train set is  0.8 +-  0.0057 
The average F1-Score of the validation set is é  0.8 +-  0.007 
The best fold was: 1 
31/31 [==============================] - 0s 550us/step
The F1-Score for the test data is: 0.48 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.80 %
The Deviation of F1-Score is: 0.007
The Average sensitivity of this test is 36.54 %
The Deviation of sensitivity is: 3.4 
The Average Precision of this model is 62.78 %
The Deviation of Precision is: 3.4 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.0093 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 817us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 704us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 752us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 836us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 707us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 696us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 738us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 713us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 781us/step
25/25 [==============================] - 0s 898us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 740us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 752us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 743us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 910us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 681us/step
25/25 [==============================] - 0s 794us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 729us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 904us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 704us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 762us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 775us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 732us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 780us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 750us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 787us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 729us/step
25/25 [==============================] - 0s 872us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 714us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 746us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 759us/step
25/25 [==============================] - 0s 878us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 857us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 716us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 942us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 816us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 895us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 790us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 736us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 918us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 941us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 954us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 705us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 770us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 805us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 699us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 698us/step
25/25 [==============================] - 0s 791us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 925us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 940us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 700us/step
25/25 [==============================] - 0s 766us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 919us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 698us/step
25/25 [==============================] - 0s 794us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 945us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 588us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 508us/step
The average F1-Score of the train set is  0.8 +-  0.0034 
The average F1-Score of the validation set is é  0.79 +-  0.0083 
The best fold was: 1 
31/31 [==============================] - 0s 505us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0083
The Average sensitivity of this test is 35.95 %
The Deviation of sensitivity is: 4.6 
The Average Precision of this model is 59.42 %
The Deviation of Precision is: 4.6 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.016 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 745us/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 989us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 709us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 713us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 696us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 761us/step
25/25 [==============================] - 0s 815us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 873us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 895us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 898us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 735us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 720us/step
25/25 [==============================] - 0s 689us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 882us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 939us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 763us/step
25/25 [==============================] - 0s 942us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 740us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 681us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 790us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 794us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 827us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 707us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 726us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 839us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 724us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 825us/step
25/25 [==============================] - 0s 759us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 736us/step
25/25 [==============================] - 0s 712us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 878us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 712us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 796us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 681us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 862us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 965us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 713us/step
25/25 [==============================] - 0s 794us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 815us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 808us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 725us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 694us/step
25/25 [==============================] - 0s 858us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 853us/step
25/25 [==============================] - 0s 939us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 885us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 889us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 769us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 877us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 759us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 687us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 777us/step
25/25 [==============================] - 0s 688us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 764us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 832us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 724us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 689us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 701us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 701us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 806us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 699us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 813us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 727us/step
25/25 [==============================] - 0s 963us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 895us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 764us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 612us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 778us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 902us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 717us/step
The average F1-Score of the train set is  0.79 +-  0.0066 
The average F1-Score of the validation set is é  0.79 +-  0.011 
The best fold was: 1 
31/31 [==============================] - 0s 667us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 39.15 %
The Deviation of sensitivity is: 3.3 
The Average Precision of this model is 58.92 %
The Deviation of Precision is: 3.3 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.021

Implementation of Different Models With L2 normalization¶

In [ ]:
x_train_cv_l2, x_test_cv_l2=ML.normalize_L1_L2(X_train_cv, X_test_cv,'l2')
In [ ]:
for neuron in range(1,15):
    func_neural_pca(x_train_cv_l2, x_test_cv_l2, y_train_cv,y_test_cv,neuron,'L2',random_seed=123)

The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 475us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 521us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 587us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 709us/step
25/25 [==============================] - 0s 763us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 566us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 494us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 736us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 396us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 793us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 753us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 647us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 886us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 915us/step
25/25 [==============================] - 0s 900us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 850us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 714us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 760us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 585us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 658us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 943us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 721us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 779us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 668us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 775us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 695us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 697us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 853us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 752us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 737us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 913us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 739us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 604us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 647us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 939us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 775us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 832us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 749us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 913us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 691us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 710us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 706us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 768us/step
25/25 [==============================] - 0s 989us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 762us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 738us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 689us/step
25/25 [==============================] - 0s 972us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 460us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 567us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 797us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 709us/step
25/25 [==============================] - 0s 988us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 864us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 540us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 581us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 819us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 707us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 725us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 606us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 608us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 775us/step
25/25 [==============================] - 0s 468us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 922us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 506us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 508us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 721us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 881us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 816us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 753us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 900us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 545us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 480us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 723us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 898us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 479us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 934us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 703us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 755us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 913us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 877us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 796us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2

c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  fig, ax = plt.subplots(figsize=(11, 5))

98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 621us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 736us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 773us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 664us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 605us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 780us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 531us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 730us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 731us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 792us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 713us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 630us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 528us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 467us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 628us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 612us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 539us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 1s 31ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 531us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 475us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 495us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 589us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 545us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 721us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 611us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 521us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 761us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 465us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 583us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 611us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 496us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 683us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 613us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 664us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 631us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 467us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 475us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 488us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 545us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 693us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 719us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 547us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 529us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 739us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 525us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 717us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 717us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 510us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 589us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 452us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 520us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 505us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 538us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 634us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 558us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 716us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 593us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 722us/step
25/25 [==============================] - 0s 682us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 612us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 758us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 470us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 518us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 575us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 698us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 770us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 525us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 641us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 746us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 661us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 752us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 775us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 935us/step
25/25 [==============================] - 0s 981us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 779us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 790us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 592us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 661us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 885us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 687us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 812us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 799us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 684us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 768us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 925us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 751us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 747us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 851us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 860us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 1s 39ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 794us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 772us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 729us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 919us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 604us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 684us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 698us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 851us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 483us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 732us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 543us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 505us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 696us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 794us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 708us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 719us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 705us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 814us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 750us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 595us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 705us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 797us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 699us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 567us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 521us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 523us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 727us/step
25/25 [==============================] - 0s 723us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 771us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 795us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 779us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 829us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 739us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 768us/step
25/25 [==============================] - 0s 837us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 804us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 522us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 553us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 2ms/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 904us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 753us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 702us/step
25/25 [==============================] - 0s 945us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 720us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 952us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 826us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 832us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 774us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 690us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 733us/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 588us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 723us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 526us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 785us/step
25/25 [==============================] - 0s 959us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 605us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 563us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 838us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 781us/step
25/25 [==============================] - 0s 753us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 517us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 782us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 823us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 794us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 765us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 856us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 486us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 746us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 760us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 472us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 526us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 534us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 602us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 668us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 630us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 716us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 816us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 737us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 741us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 515us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 605us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 478us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 882us/step
25/25 [==============================] - 0s 830us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 980us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 580us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 505us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 551us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 694us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 773us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 527us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 683us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 905us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 467us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 563us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 534us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 790us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 856us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 731us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 464us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 941us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 777us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 2ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 700us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 747us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 732us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 744us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 992us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 953us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 821us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 584us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 569us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 695us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 559us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 702us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 745us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 736us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 922us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 790us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 605us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 729us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 696us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 709us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 731us/step
25/25 [==============================] - 0s 775us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 687us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 594us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 813us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 721us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 524us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 1s 38ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 604us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 647us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 622us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 704us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 728us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 610us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 469us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 605us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 821us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 698us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 834us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 632us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 543us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 748us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 697us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 985us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 467us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 794us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 838us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 772us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 731us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 774us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 551us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 542us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 888us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 485us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 880us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 690us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 716us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 739us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 920us/step
25/25 [==============================] - 0s 507us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 762us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 878us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 438us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 775us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 522us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 649us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 503us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 719us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 781us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 725us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 745us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 776us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 735us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 505us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 784us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 734us/step
25/25 [==============================] - 0s 688us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 691us/step
25/25 [==============================] - 0s 508us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 581us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 668us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 464us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 700us/step
25/25 [==============================] - 0s 691us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 693us/step
25/25 [==============================] - 1s 55ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 480us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 521us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 601us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 733us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 393us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 422us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 704us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 386us/step
25/25 [==============================] - 0s 409us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 0s/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 684us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 675us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 67us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 255us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 765us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 703us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 705us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 305us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 413us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 615us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 100us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.012 
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 474us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 634us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 364us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 285us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 705us/step
25/25 [==============================] - 0s 55us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 328us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 146us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 667us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 742us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 335us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 472us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 103us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 509us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 423us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 422us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 460us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 116us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 87us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 982us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 304us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 465us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 386us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 101us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 503us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 421us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 431us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 421us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 1s 38ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 471us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 253us/step
The number of components required to explain 80% of the variance for this model was 2
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 604us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 491us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 2
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 712us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 699us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 595us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 2
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.68 %
The Deviation of accuracy is: 0.013
In [ ]:
for neuron in range(1,15):
    func_neural_nopca(x_train_cv_l2, x_test_cv_l2, y_train_cv,y_test_cv,neuron,'L2',random_seed=123)

self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 972us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 765us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 886us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 419us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 807us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 253us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 990us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 726us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 58us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 969us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 984us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 347us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 926us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 723us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 982us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 803us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 368us/step
25/25 [==============================] - 0s 731us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 937us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 545us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 839us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 980us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 789us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 852us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 336us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 50us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 878us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 561us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 418us/step
The average F1-Score of the train set is  0.79 +-  0.0038 
The average F1-Score of the validation set is é  0.79 +-  0.0095 
The best fold was: 1 
31/31 [==============================] - 0s 235us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0095
The Average sensitivity of this test is 34.76 %
The Deviation of sensitivity is: 4.4 
The Average Precision of this model is 59.34 %
The Deviation of Precision is: 4.4 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0075 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 790us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 716us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 764us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 749us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 986us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 358us/step
25/25 [==============================] - 0s 779us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 347us/step
25/25 [==============================] - 0s 897us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 591us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 454us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 324us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 388us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 880us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 829us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 678us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 364us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 607us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 402us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 518us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 926us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 42us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 376us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 172us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 913us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 419us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 4us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 694us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 950us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 458us/step
The average F1-Score of the train set is  0.79 +-  0.0049 
The average F1-Score of the validation set is é  0.78 +-  0.0074 
The best fold was: 4 
31/31 [==============================] - 0s 33us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0074
The Average sensitivity of this test is 34.87 %
The Deviation of sensitivity is: 3.0 
The Average Precision of this model is 57.15 %
The Deviation of Precision is: 3.0 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.01 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 414us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 963us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 451us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 868us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 3us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 4us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 466us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 216us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 356us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 297us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 701us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 357us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 747us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 353us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 384us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 959us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 418us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 356us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 90us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 719us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 87us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.79 +-  0.0055 
The average F1-Score of the validation set is é  0.78 +-  0.013 
The best fold was: 4 
31/31 [==============================] - 0s 136us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.013
The Average sensitivity of this test is 32.97 %
The Deviation of sensitivity is: 6.1 
The Average Precision of this model is 59.15 %
The Deviation of Precision is: 6.1 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0076 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 723us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 384us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 870us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 784us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 423us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 830us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 367us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 784us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 364us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 414us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 384us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 333us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 1s 32ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 407us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 804us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 595us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 432us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 416us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 547us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 991us/step
The average F1-Score of the train set is  0.79 +-  0.0085 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 4 
31/31 [==============================] - 0s 571us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 31.55 %
The Deviation of sensitivity is: 5.5 
The Average Precision of this model is 56.77 %
The Deviation of Precision is: 5.5 
The Average accuracy of this model is 0.81 %
The Deviation of accuracy is: 0.011 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 367us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 421us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 210us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 1s 33ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 993us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 418us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 332us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 335us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 414us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 659us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 445us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 423us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 357us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 416us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 429us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 366us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 378us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 829us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 746us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 503us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 781us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 168us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 829us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 3us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.79 +-  0.0085 
The average F1-Score of the validation set is é  0.78 +-  0.011 
The best fold was: 4 
31/31 [==============================] - 0s 401us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 33.33 %
The Deviation of sensitivity is: 3.1 
The Average Precision of this model is 57.00 %
The Deviation of Precision is: 3.1 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0077 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 407us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 867us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 992us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 724us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 402us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 726us/step
25/25 [==============================] - 0s 533us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 256us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 386us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 422us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 249us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 709us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 822us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 290us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 290us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 916us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 865us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 716us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 742us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 458us/step
The average F1-Score of the train set is  0.79 +-  0.0039 
The average F1-Score of the validation set is é  0.79 +-  0.0081 
The best fold was: 1 
31/31 [==============================] - 0s 659us/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0081
The Average sensitivity of this test is 34.29 %
The Deviation of sensitivity is: 3.4 
The Average Precision of this model is 60.55 %
The Deviation of Precision is: 3.4 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0068 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 632us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 4us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 418us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 168us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 85us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 1s 34ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 43us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 407us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 956us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 510us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 293us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 336us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 133us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 781us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 172us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 438us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 952us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 420us/step
The average F1-Score of the train set is  0.79 +-  0.0079 
The average F1-Score of the validation set is é  0.78 +-  0.014 
The best fold was: 1 
31/31 [==============================] - 0s 759us/step
The F1-Score for the test data is: 0.37 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.014
The Average sensitivity of this test is 32.74 %
The Deviation of sensitivity is: 6.1 
The Average Precision of this model is 59.19 %
The Deviation of Precision is: 6.1 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.012 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 556us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 702us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 537us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 667us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 727us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 338us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 298us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 695us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 172us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 906us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 781us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 746us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 717us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 990us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 166us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 429us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 515us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 414us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 249us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 824us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 462us/step
The average F1-Score of the train set is  0.79 +-  0.0062 
The average F1-Score of the validation set is é  0.78 +-  0.0079 
The best fold was: 2 
31/31 [==============================] - 0s 625us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0079
The Average sensitivity of this test is 34.88 %
The Deviation of sensitivity is: 2.7 
The Average Precision of this model is 57.95 %
The Deviation of Precision is: 2.7 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0065 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 257us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 780us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 577us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 295us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 673us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 91us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 823us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 455us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 332us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 530us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 251us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 997us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 782us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 366us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 426us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 3us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 376us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 356us/step
25/25 [==============================] - 0s 642us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 210us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 528us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 321us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 393us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 401us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 347us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 704us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 86us/step
The average F1-Score of the train set is  0.79 +-  0.0074 
The average F1-Score of the validation set is é  0.78 +-  0.014 
The best fold was: 1 
31/31 [==============================] - 0s 860us/step
The F1-Score for the test data is: 0.35 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.014
The Average sensitivity of this test is 31.90 %
The Deviation of sensitivity is: 9.5 
The Average Precision of this model is 58.87 %
The Deviation of Precision is: 9.5 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0099 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 131us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 129us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 915us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 358us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 367us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 701us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 331us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 696us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 442us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 338us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 498us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 488us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 416us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 657us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 168us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 338us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 870us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 268us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 1s 35ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 785us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 335us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 681us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 418us/step
25/25 [==============================] - 0s 824us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 584us/step
The average F1-Score of the train set is  0.79 +-  0.0061 
The average F1-Score of the validation set is é  0.79 +-  0.011 
The best fold was: 1 
31/31 [==============================] - 0s 69us/step
The F1-Score for the test data is: 0.39 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 34.64 %
The Deviation of sensitivity is: 4.0 
The Average Precision of this model is 59.65 %
The Deviation of Precision is: 4.0 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0095 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 165us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 222us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 390us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 913us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 132us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 456us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 357us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 437us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 46us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 426us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 865us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 512us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 46us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 916us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 356us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 865us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 569us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 704us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 679us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 0s/step
The average F1-Score of the train set is  0.78 +-  0.0082 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 1 
31/31 [==============================] - 0s 474us/step
The F1-Score for the test data is: 0.39 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 32.16 %
The Deviation of sensitivity is: 5.2 
The Average Precision of this model is 59.11 %
The Deviation of Precision is: 5.2 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.011 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 745us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 440us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 370us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 404us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 253us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 711us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 126us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 311us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 739us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 864us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 125us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 755us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 786us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 335us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 330us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 423us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 829us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 949us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 458us/step
The average F1-Score of the train set is  0.79 +-  0.0088 
The average F1-Score of the validation set is é  0.78 +-  0.0072 
The best fold was: 1 
31/31 [==============================] - 0s 967us/step
The F1-Score for the test data is: 0.38 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0072
The Average sensitivity of this test is 33.93 %
The Deviation of sensitivity is: 3.6 
The Average Precision of this model is 58.57 %
The Deviation of Precision is: 3.6 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.011 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 384us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 411us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 728us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 335us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 517us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 467us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 426us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 256us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 374us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 918us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 824us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 683us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 323us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 211us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 865us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 825us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 588us/step
The average F1-Score of the train set is  0.79 +-  0.0088 
The average F1-Score of the validation set is é  0.79 +-  0.003 
The best fold was: 3 
31/31 [==============================] - 0s 791us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.003
The Average sensitivity of this test is 31.08 %
The Deviation of sensitivity is: 4.9 
The Average Precision of this model is 64.21 %
The Deviation of Precision is: 4.9 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0085 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 440us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 736us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 746us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 498us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 560us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 418us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 171us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 872us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 547us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 125us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 1000us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 92us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 739us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 290us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 997us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 405us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 378us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 953us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 540us/step
The average F1-Score of the train set is  0.78 +-  0.011 
The average F1-Score of the validation set is é  0.78 +-  0.012 
The best fold was: 1 
31/31 [==============================] - 0s 728us/step
The F1-Score for the test data is: 0.4 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 30.85 %
The Deviation of sensitivity is: 4.9 
The Average Precision of this model is 59.41 %
The Deviation of Precision is: 4.9 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.01

Implementation of Different Models With L1 normalization¶

In [ ]:
x_train_cv_l1, x_test_cv_l1=ML.normalize_L1_L2(X_train_cv, X_test_cv, 'l1')
In [ ]:
for neuron in range(1,15):
    func_neural_pca(x_train_cv_l1, x_test_cv_l1, y_train_cv,y_test_cv,neuron,'L1',random_seed=123)

The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 365us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 353us/step
25/25 [==============================] - 0s 746us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 426us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 735us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 931us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 569us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 881us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 366us/step
25/25 [==============================] - 0s 832us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 677us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 338us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 330us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 333us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 193us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 46us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 811us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 721us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 285us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 420us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 130us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 965us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 855us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 756us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 153us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 464us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 520us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 738us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 347us/step
25/25 [==============================] - 0s 958us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 989us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 48us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 990us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 1ms/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 915us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 933us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 890us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 426us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 964us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 292us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 46us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 336us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 722us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 291us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 46us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 41us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 999us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 430us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 388us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 340us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 703us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 960us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 305us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 409us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 252us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 0s/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 376us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 347us/step
25/25 [==============================] - 0s 861us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 318us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 566us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 886us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 90us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 862us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 704us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 302us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.018 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 984us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 354us/step
25/25 [==============================] - 0s 817us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 480us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 111us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 789us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 414us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 786us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 765us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 831us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 384us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 418us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 997us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 336us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 982us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 762us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 59us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 983us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 333us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 532us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 857us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 756us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 1ms/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 801us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 128us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 740us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3

c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\ML.py:211: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  fig, ax = plt.subplots(figsize=(11, 5))

98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 942us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 345us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 561us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 912us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 386us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 511us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 726us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 963us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 524us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 417us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 919us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 922us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 658us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 996us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 516us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 877us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 517us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 483us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 253us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 137us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 931us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 600us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 416us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 649us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 417us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 670us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 376us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 384us/step
25/25 [==============================] - 0s 795us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 919us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 417us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 46us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 997us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 984us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 661us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 990us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 215us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 345us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 704us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 131us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 619us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 970us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 913us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 974us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 552us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 345us/step
25/25 [==============================] - 0s 800us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 128us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 869us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 912us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 886us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 489us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 416us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 332us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 662us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 921us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 946us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 6us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 364us/step
25/25 [==============================] - 0s 934us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 379us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 46us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 623us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 493us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 892us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 757us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 941us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 130us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 741us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 766us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 64us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 513us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 629us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 333us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 43us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 558us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 944us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 962us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 562us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 357us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 419us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 88us/step
The average F1-Score of the train set is  0.69 +-  0.0005 
The average F1-Score of the validation set is é  0.69 +-  0.0011 
The best fold was: 2 
31/31 [==============================] - 0s 756us/step
The F1-Score for the test data is: 0.0092 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.0011
The Average sensitivity of this test is 0.12 %
The Deviation of sensitivity is: 1e+01 
The Average Precision of this model is 5.00 %
The Deviation of Precision is: 1e+01 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 618us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 812us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 763us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 92us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 503us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 423us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 132us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 553us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 404us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 597us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 812us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 342us/step
25/25 [==============================] - 0s 839us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 575us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 420us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 457us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 47us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 741us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 538us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 916us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 337us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 417us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 130us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 523us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 353us/step
25/25 [==============================] - 0s 778us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 982us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 255us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 909us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.69 +-  0.00017 
The average F1-Score of the validation set is é  0.69 +-  0.0018 
The best fold was: 2 
31/31 [==============================] - 0s 463us/step
The F1-Score for the test data is: 0.0093 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.0018
The Average sensitivity of this test is 0.12 %
The Deviation of sensitivity is: 4e+01 
The Average Precision of this model is 20.00 %
The Deviation of Precision is: 4e+01 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 904us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 977us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 545us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 947us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 925us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 334us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 45us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 768us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 882us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 514us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 903us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 868us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 364us/step
25/25 [==============================] - 0s 762us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 985us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 868us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 636us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 923us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 461us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 175us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 356us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 807us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 595us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 596us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 419us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 202us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 484us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 487us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 530us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 503us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 973us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 880us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 389us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 797us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 404us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 388us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 231us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 420us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 46us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 846us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 832us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 64us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 973us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 699us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 854us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 925us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 846us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 740us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 586us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 213us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 493us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 846us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 514us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 337us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 104us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.018 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 576us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 391us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 881us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 836us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 649us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 292us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 847us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 358us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 883us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 891us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 983us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 212us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 661us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 925us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 368us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 337us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 658us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 297us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 567us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 254us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 364us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 337us/step
25/25 [==============================] - 0s 877us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 577us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 270us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 90us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 590us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 564us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 846us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 962us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 91us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 170us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 740us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 409us/step
25/25 [==============================] - 0s 85us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 741us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 942us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 805us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 418us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 988us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 848us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 421us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 54us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 782us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 69us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 1s 44ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 656us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 645us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 336us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 933us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 789us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 429us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 382us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 857us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 842us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 947us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 882us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 277us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 459us/step
The average F1-Score of the train set is  0.69 +-  0.0012 
The average F1-Score of the validation set is é  0.69 +-  0.002 
The best fold was: 2 
31/31 [==============================] - 0s 236us/step
The F1-Score for the test data is: 0.027 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.002
The Average sensitivity of this test is 0.24 %
The Deviation of sensitivity is: 1.3e+01 
The Average Precision of this model is 6.67 %
The Deviation of Precision is: 1.3e+01 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.014 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 624us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 678us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 172us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 930us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 1s 44ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 172us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 534us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 253us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 0s/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 357us/step
25/25 [==============================] - 0s 861us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 57us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 781us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 358us/step
25/25 [==============================] - 0s 808us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 375us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 944us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 870us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 894us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 591us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 850us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 776us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 426us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 366us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 437us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 898us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 940us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 91us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 388us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 880us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 498us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 253us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 106us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 803us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 856us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 805us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 771us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 5us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 678us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 357us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 898us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 250us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 656us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 249us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 641us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 345us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 896us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 884us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 986us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 353us/step
25/25 [==============================] - 0s 781us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.7
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 884us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 805us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 422us/step
25/25 [==============================] - 0s 205us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 420us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 905us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 810us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 679us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 65us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 639us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 535us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.69 +-  0.0044 
The average F1-Score of the validation set is é  0.69 +-  0.0016 
The best fold was: 2 
31/31 [==============================] - 0s 467us/step
The F1-Score for the test data is: 0.018 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.0016
The Average sensitivity of this test is 0.48 %
The Deviation of sensitivity is: 8.9 
The Average Precision of this model is 4.44 %
The Deviation of Precision is: 8.9 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.014 
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 432us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 422us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 542us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 212us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 917us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 872us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 369us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 43us/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 53us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 256us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 337us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 827us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 519us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 876us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 986us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 152us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 208us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 0s/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 942us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 549us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 612us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 811us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 770us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 1ms/step
The number of components required to explain 80% of the variance for this model was 3
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 536us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 979us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 338us/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 3
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.69
The results of this validation's F1-Score is 0.69
25/25 [==============================] - 0s 336us/step
The average F1-Score of the train set is  0.69 +-  0.0002 
The average F1-Score of the validation set is é  0.69 +-  0.00081 
The best fold was: 1 
31/31 [==============================] - 0s 100us/step
The F1-Score for the test data is: 0.0 with the best model
===============================Summary of analysis====================================
The amount of components required to explain 80% variance of the best model is 3
The Average F1-Score of this test is 0.69 %
The Deviation of F1-Score is: 0.00081
The Average sensitivity of this test is 0.00 %
The Deviation of sensitivity is: 0.0 
The Average Precision of this model is 0.00 %
The Deviation of Precision is: 0.0 
The Average accuracy of this model is 0.70 %
The Deviation of accuracy is: 0.017
In [ ]:
for neuron in range(1,15):
    func_neural_nopca(x_train_cv_l1, x_test_cv_l1, y_train_cv,y_test_cv,neuron,'L1',random_seed=123)

self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 43us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 615us/step
25/25 [==============================] - 0s 611us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 881us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 844us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 852us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 957us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 127us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 994us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 573us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 617us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 555us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 191us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 856us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 658us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 936us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 565us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 61us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 253us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 346us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 353us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 966us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 959us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 206us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 554us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 761us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 586us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 842us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 619us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 255us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 776us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 342us/step
25/25 [==============================] - 0s 985us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 379us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 895us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 254us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 46us/step
The average F1-Score of the train set is  0.78 +-  0.0056 
The average F1-Score of the validation set is é  0.78 +-  0.015 
The best fold was: 1 
31/31 [==============================] - 0s 761us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.015
The Average sensitivity of this test is 34.40 %
The Deviation of sensitivity is: 6.1 
The Average Precision of this model is 55.10 %
The Deviation of Precision is: 6.1 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0054 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 837us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 342us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 441us/step
25/25 [==============================] - 0s 257us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 116us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 429us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 2us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 345us/step
25/25 [==============================] - 0s 946us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 539us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 722us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 209us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 331us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 410us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 295us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 437us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 719us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 466us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 725us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 390us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 357us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 682us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 831us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 665us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 417us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 100us/step
The average F1-Score of the train set is  0.79 +-  0.0035 
The average F1-Score of the validation set is é  0.78 +-  0.0083 
The best fold was: 1 
31/31 [==============================] - 0s 735us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0083
The Average sensitivity of this test is 32.03 %
The Deviation of sensitivity is: 4.7 
The Average Precision of this model is 59.40 %
The Deviation of Precision is: 4.7 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0076 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 829us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 789us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 623us/step
25/25 [==============================] - 0s 592us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 255us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 767us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 342us/step
25/25 [==============================] - 0s 800us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 170us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 628us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 799us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 759us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 385us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 338us/step
25/25 [==============================] - 0s 922us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 643us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 659us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 988us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 836us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 588us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 635us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 817us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 550us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 408us/step
25/25 [==============================] - 0s 128us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 348us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 350us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 339us/step
25/25 [==============================] - 0s 818us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 4us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 458us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 126us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 864us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 982us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 986us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 345us/step
25/25 [==============================] - 0s 878us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 57us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 411us/step
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 643us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 291us/step
The average F1-Score of the train set is  0.78 +-  0.01 
The average F1-Score of the validation set is é  0.79 +-  0.0085 
The best fold was: 4 
31/31 [==============================] - 0s 367us/step
The F1-Score for the test data is: 0.48 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0085
The Average sensitivity of this test is 35.46 %
The Deviation of sensitivity is: 5.4 
The Average Precision of this model is 59.52 %
The Deviation of Precision is: 5.4 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0065 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 622us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 360us/step
25/25 [==============================] - 0s 768us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 340us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 209us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 609us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 349us/step
25/25 [==============================] - 0s 631us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 414us/step
25/25 [==============================] - 0s 894us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 414us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 130us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 87us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 1ms/step
25/25 [==============================] - 0s 766us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 689us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 425us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 87us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 970us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 436us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 598us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 597us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 906us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 442us/step
25/25 [==============================] - 0s 943us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 918us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 43us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 613us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 216us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 677us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 875us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 814us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 865us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 566us/step
25/25 [==============================] - 0s 174us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 252us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 992us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 742us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 907us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 629us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 274us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 800us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 293us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 367us/step
25/25 [==============================] - 0s 124us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 583us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 584us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 449us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 589us/step
25/25 [==============================] - 0s 461us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.79 +-  0.0023 
The average F1-Score of the validation set is é  0.78 +-  0.0092 
The best fold was: 1 
31/31 [==============================] - 0s 238us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0092
The Average sensitivity of this test is 33.82 %
The Deviation of sensitivity is: 4.5 
The Average Precision of this model is 58.15 %
The Deviation of Precision is: 4.5 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0096 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 347us/step
25/25 [==============================] - 0s 499us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 373us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 335us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 852us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 753us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 416us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 358us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 1s 43ms/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 369us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 388us/step
25/25 [==============================] - 0s 557us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 867us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 603us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 125us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 421us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 926us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 576us/step
25/25 [==============================] - 0s 807us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 913us/step
25/25 [==============================] - 0s 855us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 589us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 961us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 568us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 521us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 606us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 738us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 720us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 575us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 620us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 721us/step
25/25 [==============================] - 0s 941us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 627us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 663us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 793us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 596us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 724us/step
25/25 [==============================] - 0s 844us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 544us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 586us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 553us/step
25/25 [==============================] - 0s 548us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 833us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 769us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 608us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 630us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 563us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 573us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 596us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 536us/step
25/25 [==============================] - 0s 626us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 690us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 600us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.79 +-  0.0036 
The average F1-Score of the validation set is é  0.79 +-  0.011 
The best fold was: 4 
31/31 [==============================] - 0s 596us/step
The F1-Score for the test data is: 0.42 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.011
The Average sensitivity of this test is 34.75 %
The Deviation of sensitivity is: 5.4 
The Average Precision of this model is 58.98 %
The Deviation of Precision is: 5.4 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0088 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 605us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 632us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 689us/step
25/25 [==============================] - 0s 522us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 728us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 946us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 863us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 582us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 824us/step
25/25 [==============================] - 0s 810us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 452us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 821us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 708us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 936us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 497us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 500us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 1s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 964us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 433us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 692us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 359us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 422us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 563us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 541us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 906us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 393us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 896us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 208us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 489us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 832us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 834us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 58us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 249us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 624us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 503us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 959us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 439us/step
25/25 [==============================] - 0s 599us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 521us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 582us/step
25/25 [==============================] - 0s 396us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 872us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 462us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 786us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 299us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 547us/step
The average F1-Score of the train set is  0.79 +-  0.003 
The average F1-Score of the validation set is é  0.78 +-  0.0073 
The best fold was: 1 
31/31 [==============================] - 0s 792us/step
The F1-Score for the test data is: 0.46 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0073
The Average sensitivity of this test is 33.34 %
The Deviation of sensitivity is: 6.3 
The Average Precision of this model is 59.42 %
The Deviation of Precision is: 6.3 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0089 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 339us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 525us/step
25/25 [==============================] - 0s 756us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 664us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 763us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 317us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 917us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 435us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 546us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 465us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 702us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 429us/step
25/25 [==============================] - 0s 340us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 127us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 339us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 423us/step
25/25 [==============================] - 0s 379us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 115us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 345us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.81
25/25 [==============================] - 0s 129us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 378us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 790us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 625us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 255us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 506us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 971us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 471us/step
25/25 [==============================] - 0s 829us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 688us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 434us/step
25/25 [==============================] - 0s 299us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 823us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 969us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 382us/step
25/25 [==============================] - 0s 570us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 366us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 378us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 258us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 653us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 91us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 378us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 647us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 107us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 394us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 371us/step
25/25 [==============================] - 0s 35us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 580us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 780us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 638us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 540us/step
25/25 [==============================] - 0s 47us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 613us/step
25/25 [==============================] - 0s 307us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 10us/step
The average F1-Score of the train set is  0.79 +-  0.007 
The average F1-Score of the validation set is é  0.79 +-  0.012 
The best fold was: 1 
31/31 [==============================] - 0s 1ms/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.012
The Average sensitivity of this test is 34.64 %
The Deviation of sensitivity is: 4.0 
The Average Precision of this model is 59.38 %
The Deviation of Precision is: 4.0 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0071 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 363us/step
25/25 [==============================] - 0s 966us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 422us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 578us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 917us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 462us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 400us/step
25/25 [==============================] - 0s 842us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 754us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 643us/step
25/25 [==============================] - 0s 84us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 430us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 587us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 529us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 587us/step
25/25 [==============================] - 0s 419us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 387us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 380us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 633us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 517us/step
25/25 [==============================] - 0s 995us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 884us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 298us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 362us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 662us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 459us/step
25/25 [==============================] - 0s 459us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 635us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 551us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 563us/step
25/25 [==============================] - 0s 984us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 638us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 298us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 428us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 473us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 628us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 916us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 477us/step
25/25 [==============================] - 0s 546us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 423us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 592us/step
25/25 [==============================] - 0s 423us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 454us/step
25/25 [==============================] - 0s 923us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 999us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 431us/step
25/25 [==============================] - 0s 970us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 657us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 128us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 791us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 916us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 625us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 46us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 976us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 49us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 971us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 531us/step
25/25 [==============================] - 0s 929us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 640us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 622us/step
25/25 [==============================] - 0s 300us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 943us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 704us/step
The average F1-Score of the train set is  0.78 +-  0.011 
The average F1-Score of the validation set is é  0.78 +-  0.013 
The best fold was: 4 
31/31 [==============================] - 0s 1ms/step
The F1-Score for the test data is: 0.47 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.013
The Average sensitivity of this test is 31.90 %
The Deviation of sensitivity is: 5.1 
The Average Precision of this model is 59.66 %
The Deviation of Precision is: 5.1 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.008 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 789us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 734us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 560us/step
25/25 [==============================] - 0s 301us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 399us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 418us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 423us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 830us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 707us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 169us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 591us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.8
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 339us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 212us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 877us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 436us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 324us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 340us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 422us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 393us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 85us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 770us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 298us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 927us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 501us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 453us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 752us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 968us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 957us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 402us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 377us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 129us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 214us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 720us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 785us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 292us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 499us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 909us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 953us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 469us/step
25/25 [==============================] - 0s 914us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 455us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 910us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 539us/step
25/25 [==============================] - 0s 340us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 370us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 865us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 352us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 497us/step
25/25 [==============================] - 0s 960us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 238us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 91us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 571us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 473us/step
25/25 [==============================] - 0s 964us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 574us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 381us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 253us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 772us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 915us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 465us/step
25/25 [==============================] - 0s 873us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 959us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 545us/step
25/25 [==============================] - 0s 298us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 975us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 906us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 950us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 149us/step
The average F1-Score of the train set is  0.79 +-  0.0049 
The average F1-Score of the validation set is é  0.78 +-  0.0085 
The best fold was: 1 
31/31 [==============================] - 0s 363us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.0085
The Average sensitivity of this test is 33.09 %
The Deviation of sensitivity is: 3.6 
The Average Precision of this model is 57.78 %
The Deviation of Precision is: 3.6 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0041 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 404us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 383us/step
25/25 [==============================] - 0s 822us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 608us/step
25/25 [==============================] - 0s 380us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 507us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 89us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 394us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 518us/step
25/25 [==============================] - 0s 949us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 634us/step
25/25 [==============================] - 0s 48us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 543us/step
25/25 [==============================] - 0s 960us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 908us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 703us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 669us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 661us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 554us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 790us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 543us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 920us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 42us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 86us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 562us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 463us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 570us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 494us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 993us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 959us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 633us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 948us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 619us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 949us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 167us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 649us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 572us/step
25/25 [==============================] - 0s 585us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 658us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 463us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 606us/step
25/25 [==============================] - 0s 849us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 510us/step
25/25 [==============================] - 0s 687us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 492us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 487us/step
25/25 [==============================] - 0s 481us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 642us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 65us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 683us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 676us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 173us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 684us/step
25/25 [==============================] - 0s 655us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 700us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 669us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 508us/step
25/25 [==============================] - 0s 726us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 679us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 520us/step
25/25 [==============================] - 0s 737us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 602us/step
25/25 [==============================] - 0s 881us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 640us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 539us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 704us/step
25/25 [==============================] - 0s 681us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 699us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 710us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 702us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 824us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 644us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 686us/step
25/25 [==============================] - 0s 724us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 689us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 655us/step
25/25 [==============================] - 0s 220us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 692us/step
25/25 [==============================] - 0s 184us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 682us/step
25/25 [==============================] - 0s 663us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 673us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 709us/step
The average F1-Score of the train set is  0.79 +-  0.0053 
The average F1-Score of the validation set is é  0.78 +-  0.013 
The best fold was: 1 
31/31 [==============================] - 0s 555us/step
The F1-Score for the test data is: 0.43 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.013
The Average sensitivity of this test is 32.63 %
The Deviation of sensitivity is: 3.8 
The Average Precision of this model is 58.52 %
The Deviation of Precision is: 3.8 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0077 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 529us/step
25/25 [==============================] - 0s 685us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 533us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 637us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 504us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 713us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 530us/step
25/25 [==============================] - 0s 875us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 674us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 509us/step
25/25 [==============================] - 0s 190us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 704us/step
25/25 [==============================] - 0s 744us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 325us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 514us/step
25/25 [==============================] - 0s 654us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 902us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 848us/step
25/25 [==============================] - 0s 695us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 700us/step
25/25 [==============================] - 0s 572us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 728us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 550us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 558us/step
25/25 [==============================] - 0s 503us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 698us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 542us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 468us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 447us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 711us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 612us/step
25/25 [==============================] - 0s 828us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 524us/step
25/25 [==============================] - 0s 726us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 408us/step
25/25 [==============================] - 0s 966us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 551us/step
25/25 [==============================] - 0s 730us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 636us/step
25/25 [==============================] - 0s 616us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 373us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 586us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 651us/step
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 583us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 396us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 598us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 556us/step
25/25 [==============================] - 0s 772us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.77
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 813us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 777us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 609us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 708us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 535us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 835us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 750us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 841us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 808us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 568us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 745us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 475us/step
25/25 [==============================] - 0s 680us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 575us/step
25/25 [==============================] - 0s 67us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 814us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 464us/step
25/25 [==============================] - 0s 381us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 600us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 532us/step
25/25 [==============================] - 0s 907us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 418us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 569us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 585us/step
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 665us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 628us/step
25/25 [==============================] - 0s 825us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 561us/step
25/25 [==============================] - 0s 833us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 526us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 668us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 733us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 689us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 668us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 579us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 593us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 515us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 511us/step
25/25 [==============================] - 0s 615us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 484us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 548us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 451us/step
25/25 [==============================] - 0s 789us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 707us/step
The average F1-Score of the train set is  0.79 +-  0.0086 
The average F1-Score of the validation set is é  0.79 +-  0.0069 
The best fold was: 1 
31/31 [==============================] - 0s 1ms/step
The F1-Score for the test data is: 0.37 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0069
The Average sensitivity of this test is 33.92 %
The Deviation of sensitivity is: 5.4 
The Average Precision of this model is 59.79 %
The Deviation of Precision is: 5.4 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0099 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 642us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 493us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 502us/step
25/25 [==============================] - 0s 645us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 769us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 588us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 680us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 495us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 444us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 527us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 697us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 591us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 967us/step
25/25 [==============================] - 0s 841us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 645us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 769us/step
25/25 [==============================] - 0s 751us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 443us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 648us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 672us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 897us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.8
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 336us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 494us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 578us/step
25/25 [==============================] - 0s 171us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 448us/step
25/25 [==============================] - 0s 705us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 461us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 823us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 131us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 614us/step
25/25 [==============================] - 0s 947us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 460us/step
25/25 [==============================] - 0s 957us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 955us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 407us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 998us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 427us/step
25/25 [==============================] - 0s 882us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 482us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 88us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 44us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 504us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 479us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 678us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.78
25/25 [==============================] - 0s 375us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 639us/step
25/25 [==============================] - 0s 811us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 488us/step
25/25 [==============================] - 0s 918us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 675us/step
25/25 [==============================] - 0s 869us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 706us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 667us/step
25/25 [==============================] - 0s 295us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 496us/step
25/25 [==============================] - 0s 500us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 523us/step
25/25 [==============================] - 0s 966us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 415us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 594us/step
25/25 [==============================] - 0s 954us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 631us/step
25/25 [==============================] - 0s 996us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 381us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 540us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 447us/step
25/25 [==============================] - 0s 801us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 637us/step
25/25 [==============================] - 0s 132us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 294us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 46us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
The average F1-Score of the train set is  0.79 +-  0.0047 
The average F1-Score of the validation set is é  0.79 +-  0.0096 
The best fold was: 1 
31/31 [==============================] - 0s 667us/step
The F1-Score for the test data is: 0.44 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.79 %
The Deviation of F1-Score is: 0.0096
The Average sensitivity of this test is 35.00 %
The Deviation of sensitivity is: 5.7 
The Average Precision of this model is 58.75 %
The Deviation of Precision is: 5.7 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0077 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 438us/step
25/25 [==============================] - 0s 839us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 375us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 719us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 522us/step
25/25 [==============================] - 0s 291us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 474us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 784us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 420us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 577us/step
25/25 [==============================] - 0s 507us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 537us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 925us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 374us/step
25/25 [==============================] - 0s 91us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 398us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 663us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 677us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 601us/step
25/25 [==============================] - 0s 826us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 505us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 661us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 546us/step
25/25 [==============================] - 0s 633us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.76
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 490us/step
25/25 [==============================] - 0s 718us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 584us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 413us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 83us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 782us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 685us/step
25/25 [==============================] - 0s 92us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 456us/step
25/25 [==============================] - 0s 805us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 506us/step
25/25 [==============================] - 0s 671us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 618us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 446us/step
25/25 [==============================] - 0s 829us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 423us/step
25/25 [==============================] - 0s 866us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 956us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 470us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 557us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 552us/step
25/25 [==============================] - 0s 882us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 486us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 996us/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 885us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 480us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 607us/step
25/25 [==============================] - 0s 338us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 361us/step
25/25 [==============================] - 0s 545us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 783us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 676us/step
25/25 [==============================] - 0s 479us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 472us/step
25/25 [==============================] - 0s 871us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 528us/step
25/25 [==============================] - 0s 667us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 906us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 403us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 650us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 574us/step
25/25 [==============================] - 0s 541us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 351us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 666us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 481us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 450us/step
25/25 [==============================] - 0s 762us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 616us/step
25/25 [==============================] - 0s 876us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 625us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 355us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 374us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 662us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 513us/step
25/25 [==============================] - 0s 882us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 968us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 491us/step
25/25 [==============================] - 0s 872us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 590us/step
25/25 [==============================] - 0s 461us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 555us/step
25/25 [==============================] - 0s 952us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 841us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 438us/step
25/25 [==============================] - 0s 976us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 579us/step
25/25 [==============================] - 0s 458us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 875us/step
25/25 [==============================] - 0s 614us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 341us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 581us/step
25/25 [==============================] - 0s 860us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 211us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 630us/step
25/25 [==============================] - 0s 334us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 610us/step
25/25 [==============================] - 0s 380us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 715us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 547us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 604us/step
25/25 [==============================] - 0s 417us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 549us/step
25/25 [==============================] - 0s 743us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 417us/step
25/25 [==============================] - 0s 283us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 559us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 647us/step
25/25 [==============================] - 0s 950us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 457us/step
25/25 [==============================] - 0s 796us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 674us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 648us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 406us/step
25/25 [==============================] - 0s 924us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 646us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 649us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 651us/step
The average F1-Score of the train set is  0.78 +-  0.012 
The average F1-Score of the validation set is é  0.78 +-  0.013 
The best fold was: 4 
31/31 [==============================] - 0s 521us/step
The F1-Score for the test data is: 0.49 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.78 %
The Deviation of F1-Score is: 0.013
The Average sensitivity of this test is 34.04 %
The Deviation of sensitivity is: 5.6 
The Average Precision of this model is 57.05 %
The Deviation of Precision is: 5.6 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0069 
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 652us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 653us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
========================= FOLD 0 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.76
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 644us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 650us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 651us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 627us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 397us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 668us/step
25/25 [==============================] - 0s 0s/step
========================= FOLD 1 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 498us/step
25/25 [==============================] - 0s 660us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 664us/step
25/25 [==============================] - 0s 45us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 659us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 392us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 611us/step
25/25 [==============================] - 0s 337us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 519us/step
25/25 [==============================] - 0s 712us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 660us/step
25/25 [==============================] - 0s 571us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 445us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 395us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 544us/step
25/25 [==============================] - 0s 482us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 646us/step
25/25 [==============================] - 0s 254us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 701us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 213us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 656us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 621us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 444us/step
25/25 [==============================] - 0s 787us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 478us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 215us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 372us/step
25/25 [==============================] - 0s 333us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 670us/step
25/25 [==============================] - 0s 992us/step
========================= FOLD 2 ==========================
The results of this train's F1-Score is 0.79
The results of this validation's F1-Score is 0.75
25/25 [==============================] - 0s 216us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 567us/step
25/25 [==============================] - 0s 629us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 671us/step
25/25 [==============================] - 0s 250us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 658us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 420us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 483us/step
25/25 [==============================] - 0s 991us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 416us/step
25/25 [==============================] - 0s 912us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 673us/step
25/25 [==============================] - 0s 603us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 343us/step
25/25 [==============================] - 0s 709us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 516us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 617us/step
25/25 [==============================] - 0s 788us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 485us/step
25/25 [==============================] - 0s 840us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 424us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 365us/step
25/25 [==============================] - 0s 666us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 538us/step
25/25 [==============================] - 0s 216us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 412us/step
25/25 [==============================] - 0s 749us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 512us/step
25/25 [==============================] - 0s 130us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 657us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 599us/step
25/25 [==============================] - 0s 0s/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 626us/step
25/25 [==============================] - 0s 333us/step
========================= FOLD 3 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.77
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 344us/step
25/25 [==============================] - 0s 911us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 501us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 672us/step
25/25 [==============================] - 0s 49us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 405us/step
25/25 [==============================] - 0s 968us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 659us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 565us/step
25/25 [==============================] - 0s 502us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 458us/step
25/25 [==============================] - 0s 951us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 652us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 605us/step
25/25 [==============================] - 0s 297us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 564us/step
25/25 [==============================] - 0s 542us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 476us/step
25/25 [==============================] - 0s 503us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 296us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 474us/step
25/25 [==============================] - 0s 104us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 377us/step
25/25 [==============================] - 0s 699us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 401us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 595us/step
25/25 [==============================] - 0s 985us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 505us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 467us/step
25/25 [==============================] - 0s 985us/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 654us/step
25/25 [==============================] - 0s 1ms/step
self.n_neurons: 2
self.input_dim: 11
98/98 [==============================] - 0s 620us/step
25/25 [==============================] - 0s 1ms/step
========================= FOLD 4 ==========================
The results of this train's F1-Score is 0.78
The results of this validation's F1-Score is 0.79
25/25 [==============================] - 0s 991us/step
The average F1-Score of the train set is  0.78 +-  0.004 
The average F1-Score of the validation set is é  0.77 +-  0.015 
The best fold was: 4 
31/31 [==============================] - 0s 1ms/step
The F1-Score for the test data is: 0.45 with the best model
===============================Summary of analysis====================================
The Average F1-Score of this test is 0.77 %
The Deviation of F1-Score is: 0.015
The Average sensitivity of this test is 31.08 %
The Deviation of sensitivity is: 6.0 
The Average Precision of this model is 56.22 %
The Deviation of Precision is: 6.0 
The Average accuracy of this model is 0.80 %
The Deviation of accuracy is: 0.0019

Final Results Analysis¶

In [ ]:
result, nopca, pca =ML.get_validation_info(model_name_class)

31/31 [==============================] - 0s 366us/step
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In [ ]:
model_name_class

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
c:\Users\DOUGL\Documents\Bootcamp\DouglasOliveiraSousa_RedesNeurais\ML (1)\ML\hw_ana_anderson_douglas_neural - Copy.ipynb Cell 45 in <cell line: 1>()
----> <a href='vscode-notebook-cell:/c%3A/Users/DOUGL/Documents/Bootcamp/DouglasOliveiraSousa_RedesNeurais/ML%20%281%29/ML/hw_ana_anderson_douglas_neural%20-%20Copy.ipynb#X62sZmlsZQ%3D%3D?line=0'>1</a> model_name_class

NameError: name 'model_name_class' is not defined
In [ ]:
result
Out[ ]:
Model Precision Sensitivity Validation F1 Validation F1 deviation Precision PCA Sensitivity PCA Validation F1 PCA Validation F1 deviation PCA
0 MLPClassifierWrapper_model_n1 56.0811 % 39.3365 % 0.793231 0.008673 56.2500 % 34.1232 % 0.775732 0.005997
1 MLPClassifierWrapper_model_n2 55.2632 % 39.8104 % 0.791418 0.009603 55.6452 % 32.7014 % 0.775656 0.004530
2 MLPClassifierWrapper_model_n3 56.9231 % 35.0711 % 0.795687 0.006753 63.3663 % 30.3318 % 0.773544 0.006513
3 MLPClassifierWrapper_model_n4 55.0336 % 38.8626 % 0.794353 0.007064 54.7009 % 30.3318 % 0.776294 0.006522
4 MLPClassifierWrapper_model_n5 56.1538 % 34.5972 % 0.790992 0.004109 52.7132 % 32.2275 % 0.777766 0.011706
5 MLPClassifierWrapper_model_n6 56.5574 % 32.7014 % 0.790416 0.007844 55.8824 % 36.0190 % 0.777661 0.010077
6 MLPClassifierWrapper_model_n7 55.6291 % 39.8104 % 0.796450 0.014218 55.6291 % 39.8104 % 0.775684 0.009078
7 MLPClassifierWrapper_model_n8 58.9928 % 38.8626 % 0.790122 0.007625 56.0284 % 37.4408 % 0.775643 0.012458
8 MLPClassifierWrapper_model_n9 55.8621 % 38.3886 % 0.788794 0.009454 56.5217 % 36.9668 % 0.773028 0.010860
9 MLPClassifierWrapper_model_n10 58.0153 % 36.0190 % 0.791481 0.006741 59.1304 % 32.2275 % 0.774241 0.005706
10 MLPClassifierWrapper_model_n11 56.2914 % 40.2844 % 0.792625 0.012845 63.3663 % 30.3318 % 0.773135 0.009067
11 MLPClassifierWrapper_model_n12 55.3333 % 39.3365 % 0.793610 0.010273 62.5000 % 26.0664 % 0.774215 0.008941
12 MLPClassifierWrapper_model_n13 55.3333 % 39.3365 % 0.790769 0.009715 63.3663 % 30.3318 % 0.774180 0.008363
13 MLPClassifierWrapper_model_n14 56.1538 % 34.5972 % 0.791715 0.004087 63.3663 % 30.3318 % 0.772160 0.009634
14 MLPClassifierWrapper_model_n1log 64.7541 % 37.4408 % 0.786133 0.009197 58.4071 % 31.2796 % 0.776066 0.008357
15 MLPClassifierWrapper_model_n2log 61.1111 % 36.4929 % 0.792259 0.007186 54.0373 % 41.2322 % 0.777908 0.013223
16 MLPClassifierWrapper_model_n3log 59.7015 % 37.9147 % 0.790326 0.011852 57.5221 % 30.8057 % 0.773468 0.007311
17 MLPClassifierWrapper_model_n4log 57.7465 % 38.8626 % 0.788876 0.010805 54.0373 % 41.2322 % 0.780438 0.012400
18 MLPClassifierWrapper_model_n5log 61.7647 % 39.8104 % 0.792166 0.006179 63.8889 % 32.7014 % 0.773706 0.008072
19 MLPClassifierWrapper_model_n6log 62.1622 % 32.7014 % 0.785146 0.011577 63.5514 % 32.2275 % 0.774816 0.008394
20 MLPClassifierWrapper_model_n7log 61.8705 % 40.7583 % 0.792222 0.008103 54.0373 % 41.2322 % 0.782075 0.010991
21 MLPClassifierWrapper_model_n8log 55.9701 % 35.5450 % 0.786695 0.011191 58.2609 % 31.7536 % 0.779814 0.008822
22 MLPClassifierWrapper_model_n9log 55.3191 % 36.9668 % 0.791948 0.018084 56.5217 % 36.9668 % 0.772784 0.012197
23 MLPClassifierWrapper_model_n10log 59.3750 % 36.0190 % 0.787931 0.006956 65.7143 % 32.7014 % 0.776901 0.007569
24 MLPClassifierWrapper_model_n11log 66.3462 % 32.7014 % 0.791877 0.010502 56.5217 % 36.9668 % 0.781802 0.009027
25 MLPClassifierWrapper_model_n12log 60.0000 % 39.8104 % 0.795708 0.006966 54.0373 % 41.2322 % 0.780335 0.012370
26 MLPClassifierWrapper_model_n13log 57.1429 % 36.0190 % 0.788423 0.008281 54.3210 % 41.7062 % 0.779869 0.012425
27 MLPClassifierWrapper_model_n14log 54.9296 % 36.9668 % 0.793846 0.011457 63.8095 % 31.7536 % 0.773523 0.007128
28 MLPClassifierWrapper_model_n1L2 56.4516 % 33.1754 % 0.786852 0.009497 0.0000 % 0.0000 % 0.688561 0.000812
29 MLPClassifierWrapper_model_n2L2 55.6338 % 37.4408 % 0.783523 0.007441 0.0000 % 0.0000 % 0.688561 0.000812
30 MLPClassifierWrapper_model_n3L2 56.3380 % 37.9147 % 0.783147 0.013363 0.0000 % 0.0000 % 0.688561 0.000812
31 MLPClassifierWrapper_model_n4L2 57.5540 % 37.9147 % 0.776320 0.012035 0.0000 % 0.0000 % 0.688561 0.000812
32 MLPClassifierWrapper_model_n5L2 57.9710 % 37.9147 % 0.780752 0.011366 0.0000 % 0.0000 % 0.688561 0.000812
33 MLPClassifierWrapper_model_n6L2 59.2308 % 36.4929 % 0.788015 0.008060 0.0000 % 0.0000 % 0.688561 0.000812
34 MLPClassifierWrapper_model_n7L2 60.0000 % 27.0142 % 0.782382 0.014201 0.0000 % 0.0000 % 0.688561 0.000812
35 MLPClassifierWrapper_model_n8L2 51.7241 % 35.5450 % 0.784444 0.007919 0.0000 % 0.0000 % 0.688561 0.000812
36 MLPClassifierWrapper_model_n9L2 69.4444 % 23.6967 % 0.779007 0.013743 0.0000 % 0.0000 % 0.688561 0.000812
37 MLPClassifierWrapper_model_n10L2 51.5385 % 31.7536 % 0.787519 0.010710 0.0000 % 0.0000 % 0.688561 0.000812
38 MLPClassifierWrapper_model_n11L2 55.6522 % 30.3318 % 0.780803 0.011880 0.0000 % 0.0000 % 0.688561 0.000812
39 MLPClassifierWrapper_model_n12L2 53.5088 % 28.9100 % 0.784133 0.007186 0.0000 % 0.0000 % 0.688561 0.000812
40 MLPClassifierWrapper_model_n13L2 58.5938 % 35.5450 % 0.785881 0.002998 0.0000 % 0.0000 % 0.688561 0.000812
41 MLPClassifierWrapper_model_n14L2 54.0984 % 31.2796 % 0.779214 0.012412 0.0000 % 0.0000 % 0.688561 0.000812
42 MLPClassifierWrapper_model_n1L1 56.0000 % 33.1754 % 0.777721 0.014673 0.0000 % 0.0000 % 0.688561 0.000812
43 MLPClassifierWrapper_model_n2L1 56.6176 % 36.4929 % 0.780830 0.008320 0.0000 % 0.0000 % 0.688561 0.000812
44 MLPClassifierWrapper_model_n3L1 58.6207 % 40.2844 % 0.787480 0.008474 0.0000 % 0.0000 % 0.688561 0.000812
45 MLPClassifierWrapper_model_n4L1 55.6391 % 35.0711 % 0.782194 0.009233 0.0000 % 0.0000 % 0.688561 0.000812
46 MLPClassifierWrapper_model_n5L1 58.3333 % 33.1754 % 0.785803 0.010739 0.0000 % 0.0000 % 0.688561 0.000812
47 MLPClassifierWrapper_model_n6L1 58.5185 % 37.4408 % 0.782553 0.007307 16.6667 % 0.4739 % 0.688782 0.001134
48 MLPClassifierWrapper_model_n7L1 54.4118 % 35.0711 % 0.787001 0.011988 33.3333 % 0.4739 % 0.689171 0.001828
49 MLPClassifierWrapper_model_n8L1 60.1504 % 37.9147 % 0.781057 0.012824 0.0000 % 0.0000 % 0.688561 0.000812
50 MLPClassifierWrapper_model_n9L1 56.7164 % 36.0190 % 0.781355 0.008550 0.0000 % 0.0000 % 0.688561 0.000812
51 MLPClassifierWrapper_model_n10L1 58.0645 % 34.1232 % 0.781329 0.013068 0.0000 % 0.0000 % 0.688561 0.000812
52 MLPClassifierWrapper_model_n11L1 59.5745 % 26.5403 % 0.785512 0.006862 30.0000 % 1.4218 % 0.689244 0.001965
53 MLPClassifierWrapper_model_n12L1 55.4745 % 36.0190 % 0.785260 0.009650 0.0000 % 0.0000 % 0.688561 0.000812
54 MLPClassifierWrapper_model_n13L1 58.5526 % 42.1801 % 0.781331 0.012790 15.3846 % 0.9479 % 0.689024 0.001557
55 MLPClassifierWrapper_model_n14L1 57.6642 % 37.4408 % 0.774533 0.014657 0.0000 % 0.0000 % 0.688561 0.000812
In [ ]:
result.describe
Out[ ]:
<bound method NDFrame.describe of                                 Model   Precision Sensitivity  Validation F1  \
0       MLPClassifierWrapper_model_n1   56.0811 %   39.3365 %       0.793231   
1       MLPClassifierWrapper_model_n2   55.2632 %   39.8104 %       0.791418   
2       MLPClassifierWrapper_model_n3   56.9231 %   35.0711 %       0.795687   
3       MLPClassifierWrapper_model_n4   55.0336 %   38.8626 %       0.794353   
4       MLPClassifierWrapper_model_n5   56.1538 %   34.5972 %       0.790992   
5       MLPClassifierWrapper_model_n6   56.5574 %   32.7014 %       0.790416   
6       MLPClassifierWrapper_model_n7   55.6291 %   39.8104 %       0.796450   
7       MLPClassifierWrapper_model_n8   58.9928 %   38.8626 %       0.790122   
8       MLPClassifierWrapper_model_n9   55.8621 %   38.3886 %       0.788794   
9      MLPClassifierWrapper_model_n10   58.0153 %   36.0190 %       0.791481   
10     MLPClassifierWrapper_model_n11   56.2914 %   40.2844 %       0.792625   
11     MLPClassifierWrapper_model_n12   55.3333 %   39.3365 %       0.793610   
12     MLPClassifierWrapper_model_n13   55.3333 %   39.3365 %       0.790769   
13     MLPClassifierWrapper_model_n14   56.1538 %   34.5972 %       0.791715   
14   MLPClassifierWrapper_model_n1log   64.7541 %   37.4408 %       0.786133   
15   MLPClassifierWrapper_model_n2log   61.1111 %   36.4929 %       0.792259   
16   MLPClassifierWrapper_model_n3log   59.7015 %   37.9147 %       0.790326   
17   MLPClassifierWrapper_model_n4log   57.7465 %   38.8626 %       0.788876   
18   MLPClassifierWrapper_model_n5log   61.7647 %   39.8104 %       0.792166   
19   MLPClassifierWrapper_model_n6log   62.1622 %   32.7014 %       0.785146   
20   MLPClassifierWrapper_model_n7log   61.8705 %   40.7583 %       0.792222   
21   MLPClassifierWrapper_model_n8log   55.9701 %   35.5450 %       0.786695   
22   MLPClassifierWrapper_model_n9log   55.3191 %   36.9668 %       0.791948   
23  MLPClassifierWrapper_model_n10log   59.3750 %   36.0190 %       0.787931   
24  MLPClassifierWrapper_model_n11log   66.3462 %   32.7014 %       0.791877   
25  MLPClassifierWrapper_model_n12log   60.0000 %   39.8104 %       0.795708   
26  MLPClassifierWrapper_model_n13log   57.1429 %   36.0190 %       0.788423   
27  MLPClassifierWrapper_model_n14log   54.9296 %   36.9668 %       0.793846   
28    MLPClassifierWrapper_model_n1L2   56.4516 %   33.1754 %       0.786852   
29    MLPClassifierWrapper_model_n2L2   55.6338 %   37.4408 %       0.783523   
30    MLPClassifierWrapper_model_n3L2   56.3380 %   37.9147 %       0.783147   
31    MLPClassifierWrapper_model_n4L2   57.5540 %   37.9147 %       0.776320   
32    MLPClassifierWrapper_model_n5L2   57.9710 %   37.9147 %       0.780752   
33    MLPClassifierWrapper_model_n6L2   59.2308 %   36.4929 %       0.788015   
34    MLPClassifierWrapper_model_n7L2   60.0000 %   27.0142 %       0.782382   
35    MLPClassifierWrapper_model_n8L2   51.7241 %   35.5450 %       0.784444   
36    MLPClassifierWrapper_model_n9L2   69.4444 %   23.6967 %       0.779007   
37   MLPClassifierWrapper_model_n10L2   51.5385 %   31.7536 %       0.787519   
38   MLPClassifierWrapper_model_n11L2   55.6522 %   30.3318 %       0.780803   
39   MLPClassifierWrapper_model_n12L2   53.5088 %   28.9100 %       0.784133   
40   MLPClassifierWrapper_model_n13L2   58.5938 %   35.5450 %       0.785881   
41   MLPClassifierWrapper_model_n14L2   54.0984 %   31.2796 %       0.779214   
42    MLPClassifierWrapper_model_n1L1   56.0000 %   33.1754 %       0.777721   
43    MLPClassifierWrapper_model_n2L1   56.6176 %   36.4929 %       0.780830   
44    MLPClassifierWrapper_model_n3L1   58.6207 %   40.2844 %       0.787480   
45    MLPClassifierWrapper_model_n4L1   55.6391 %   35.0711 %       0.782194   
46    MLPClassifierWrapper_model_n5L1   58.3333 %   33.1754 %       0.785803   
47    MLPClassifierWrapper_model_n6L1   58.5185 %   37.4408 %       0.782553   
48    MLPClassifierWrapper_model_n7L1   54.4118 %   35.0711 %       0.787001   
49    MLPClassifierWrapper_model_n8L1   60.1504 %   37.9147 %       0.781057   
50    MLPClassifierWrapper_model_n9L1   56.7164 %   36.0190 %       0.781355   
51   MLPClassifierWrapper_model_n10L1   58.0645 %   34.1232 %       0.781329   
52   MLPClassifierWrapper_model_n11L1   59.5745 %   26.5403 %       0.785512   
53   MLPClassifierWrapper_model_n12L1   55.4745 %   36.0190 %       0.785260   
54   MLPClassifierWrapper_model_n13L1   58.5526 %   42.1801 %       0.781331   
55   MLPClassifierWrapper_model_n14L1   57.6642 %   37.4408 %       0.774533   

    Validation F1 deviation Precision PCA Sensitivity PCA  Validation F1 PCA  \
0                  0.008673     56.2500 %       34.1232 %           0.775732   
1                  0.009603     55.6452 %       32.7014 %           0.775656   
2                  0.006753     63.3663 %       30.3318 %           0.773544   
3                  0.007064     54.7009 %       30.3318 %           0.776294   
4                  0.004109     52.7132 %       32.2275 %           0.777766   
5                  0.007844     55.8824 %       36.0190 %           0.777661   
6                  0.014218     55.6291 %       39.8104 %           0.775684   
7                  0.007625     56.0284 %       37.4408 %           0.775643   
8                  0.009454     56.5217 %       36.9668 %           0.773028   
9                  0.006741     59.1304 %       32.2275 %           0.774241   
10                 0.012845     63.3663 %       30.3318 %           0.773135   
11                 0.010273     62.5000 %       26.0664 %           0.774215   
12                 0.009715     63.3663 %       30.3318 %           0.774180   
13                 0.004087     63.3663 %       30.3318 %           0.772160   
14                 0.009197     58.4071 %       31.2796 %           0.776066   
15                 0.007186     54.0373 %       41.2322 %           0.777908   
16                 0.011852     57.5221 %       30.8057 %           0.773468   
17                 0.010805     54.0373 %       41.2322 %           0.780438   
18                 0.006179     63.8889 %       32.7014 %           0.773706   
19                 0.011577     63.5514 %       32.2275 %           0.774816   
20                 0.008103     54.0373 %       41.2322 %           0.782075   
21                 0.011191     58.2609 %       31.7536 %           0.779814   
22                 0.018084     56.5217 %       36.9668 %           0.772784   
23                 0.006956     65.7143 %       32.7014 %           0.776901   
24                 0.010502     56.5217 %       36.9668 %           0.781802   
25                 0.006966     54.0373 %       41.2322 %           0.780335   
26                 0.008281     54.3210 %       41.7062 %           0.779869   
27                 0.011457     63.8095 %       31.7536 %           0.773523   
28                 0.009497      0.0000 %        0.0000 %           0.688561   
29                 0.007441      0.0000 %        0.0000 %           0.688561   
30                 0.013363      0.0000 %        0.0000 %           0.688561   
31                 0.012035      0.0000 %        0.0000 %           0.688561   
32                 0.011366      0.0000 %        0.0000 %           0.688561   
33                 0.008060      0.0000 %        0.0000 %           0.688561   
34                 0.014201      0.0000 %        0.0000 %           0.688561   
35                 0.007919      0.0000 %        0.0000 %           0.688561   
36                 0.013743      0.0000 %        0.0000 %           0.688561   
37                 0.010710      0.0000 %        0.0000 %           0.688561   
38                 0.011880      0.0000 %        0.0000 %           0.688561   
39                 0.007186      0.0000 %        0.0000 %           0.688561   
40                 0.002998      0.0000 %        0.0000 %           0.688561   
41                 0.012412      0.0000 %        0.0000 %           0.688561   
42                 0.014673      0.0000 %        0.0000 %           0.688561   
43                 0.008320      0.0000 %        0.0000 %           0.688561   
44                 0.008474      0.0000 %        0.0000 %           0.688561   
45                 0.009233      0.0000 %        0.0000 %           0.688561   
46                 0.010739      0.0000 %        0.0000 %           0.688561   
47                 0.007307     16.6667 %        0.4739 %           0.688782   
48                 0.011988     33.3333 %        0.4739 %           0.689171   
49                 0.012824      0.0000 %        0.0000 %           0.688561   
50                 0.008550      0.0000 %        0.0000 %           0.688561   
51                 0.013068      0.0000 %        0.0000 %           0.688561   
52                 0.006862     30.0000 %        1.4218 %           0.689244   
53                 0.009650      0.0000 %        0.0000 %           0.688561   
54                 0.012790     15.3846 %        0.9479 %           0.689024   
55                 0.014657      0.0000 %        0.0000 %           0.688561   

    Validation F1 deviation PCA  
0                      0.005997  
1                      0.004530  
2                      0.006513  
3                      0.006522  
4                      0.011706  
5                      0.010077  
6                      0.009078  
7                      0.012458  
8                      0.010860  
9                      0.005706  
10                     0.009067  
11                     0.008941  
12                     0.008363  
13                     0.009634  
14                     0.008357  
15                     0.013223  
16                     0.007311  
17                     0.012400  
18                     0.008072  
19                     0.008394  
20                     0.010991  
21                     0.008822  
22                     0.012197  
23                     0.007569  
24                     0.009027  
25                     0.012370  
26                     0.012425  
27                     0.007128  
28                     0.000812  
29                     0.000812  
30                     0.000812  
31                     0.000812  
32                     0.000812  
33                     0.000812  
34                     0.000812  
35                     0.000812  
36                     0.000812  
37                     0.000812  
38                     0.000812  
39                     0.000812  
40                     0.000812  
41                     0.000812  
42                     0.000812  
43                     0.000812  
44                     0.000812  
45                     0.000812  
46                     0.000812  
47                     0.001134  
48                     0.001828  
49                     0.000812  
50                     0.000812  
51                     0.000812  
52                     0.001965  
53                     0.000812  
54                     0.001557  
55                     0.000812  >
In [ ]:
result['Model']
Out[ ]:
0         MLPClassifierWrapper_model_n1
1         MLPClassifierWrapper_model_n2
2         MLPClassifierWrapper_model_n3
3         MLPClassifierWrapper_model_n4
4         MLPClassifierWrapper_model_n5
5         MLPClassifierWrapper_model_n6
6         MLPClassifierWrapper_model_n7
7         MLPClassifierWrapper_model_n8
8         MLPClassifierWrapper_model_n9
9        MLPClassifierWrapper_model_n10
10       MLPClassifierWrapper_model_n11
11       MLPClassifierWrapper_model_n12
12       MLPClassifierWrapper_model_n13
13       MLPClassifierWrapper_model_n14
14     MLPClassifierWrapper_model_n1log
15     MLPClassifierWrapper_model_n2log
16     MLPClassifierWrapper_model_n3log
17     MLPClassifierWrapper_model_n4log
18     MLPClassifierWrapper_model_n5log
19     MLPClassifierWrapper_model_n6log
20     MLPClassifierWrapper_model_n7log
21     MLPClassifierWrapper_model_n8log
22     MLPClassifierWrapper_model_n9log
23    MLPClassifierWrapper_model_n10log
24    MLPClassifierWrapper_model_n11log
25    MLPClassifierWrapper_model_n12log
26    MLPClassifierWrapper_model_n13log
27    MLPClassifierWrapper_model_n14log
28      MLPClassifierWrapper_model_n1L2
29      MLPClassifierWrapper_model_n2L2
30      MLPClassifierWrapper_model_n3L2
31      MLPClassifierWrapper_model_n4L2
32      MLPClassifierWrapper_model_n5L2
33      MLPClassifierWrapper_model_n6L2
34      MLPClassifierWrapper_model_n7L2
35      MLPClassifierWrapper_model_n8L2
36      MLPClassifierWrapper_model_n9L2
37     MLPClassifierWrapper_model_n10L2
38     MLPClassifierWrapper_model_n11L2
39     MLPClassifierWrapper_model_n12L2
40     MLPClassifierWrapper_model_n13L2
41     MLPClassifierWrapper_model_n14L2
42      MLPClassifierWrapper_model_n1L1
43      MLPClassifierWrapper_model_n2L1
44      MLPClassifierWrapper_model_n3L1
45      MLPClassifierWrapper_model_n4L1
46      MLPClassifierWrapper_model_n5L1
47      MLPClassifierWrapper_model_n6L1
48      MLPClassifierWrapper_model_n7L1
49      MLPClassifierWrapper_model_n8L1
50      MLPClassifierWrapper_model_n9L1
51     MLPClassifierWrapper_model_n10L1
52     MLPClassifierWrapper_model_n11L1
53     MLPClassifierWrapper_model_n12L1
54     MLPClassifierWrapper_model_n13L1
55     MLPClassifierWrapper_model_n14L1
Name: Model, dtype: object
In [ ]:
result.shape[0]
Out[ ]:
56
In [ ]:
result.index
Out[ ]:
Int64Index([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
            17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
            34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
            51, 52, 53, 54, 55],
           dtype='int64')
In [ ]:
ML.plot_final_results(result)
In [ ]:
num_plots = len(model_name_class)
num_rows = (num_plots + 1) // 2

fig = plt.figure(figsize=(20, num_rows*5))

for i, model in enumerate(model_name_class):
    ax = fig.add_subplot(num_rows, 2, i+1)
    model.correlation_matrix_test(ax=ax)
    ax.set_title(model.model_name)

plt.tight_layout()
plt.show()

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In [ ]:
ML.roc_auc_models(model_name_class)

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In [ ]:
# tf.keras.callbacks.EarlyStopping(
#     monitor="val_loss",
#     min_delta=0,
#     patience=0,
#     verbose=0,
#     mode="auto",
#     baseline=None,
#     restore_best_weights=False,
#     start_from_epoch=0,
# )